Tag Archives: Sanders

March 15th Democratic Primary Results: What does it mean?

I’m starting this post before any primary results are in, and I’ll add the outcome of the primaries below, where I will also compare the results to my predictions and discuss what I think this means for the overall process of the Democratic primaries. But first, I wanted to get some thoughts down to contextualize my thinking on this. I’ll publish this post now, at mid-day Tuesday, so look for an update late Tuesday night, or early Wednesday.

I like Hillary Clinton, and I often think that her presidency would be better than a Sanders presidency, with an inaugural in 2017. This is based on Hillary Clinton’s qualifications, as well as the real politick we face right now. I appreciate her life long service to liberal causes, and recognize that long before Obamacare, there was Hillarycare, and I appreciate her work on education, racial equality, family issues, and choice. I think she can beat Trump or any other Republican that is nominated, and I think she would serve well in office. I want her to be POTUS.

I like Bernie Sanders, and I often get very excited about the prospect of Sanders closing the gap and moving ahead. I think he would face bigger challenges integrating his intentions with the current political situation, but who cares about that? We need a strong progressive in the White House, and Sanders is clearly the best choice for that. I appreciate the fact that Sanders has been a hard line lefty for his entire career, and he is the candidate I want to sit down and have a beer with … to talk about the revolution. I think he can beat Trump or any other Republican that is nominated, and I think he would serve well in office. I want him to be POTUS.

I am annoyed by the Clinton campaign whenever Hillary tosses a bone to the centrists, partly because it is tossing a bone to the centrists and partly because it is ingenuous vis-a-vis her historical commitment to liberal causes. I am annoyed by Clinton supporters who rail on Sanders’ electability, especially remarks about the “Democratic Socialist” thing.

I am annoyed by the Sanders supporters who have bought hook line and sinker the GOP anti-Clinton talking points that the Republicans have been developing for decades, and those who claim “Sanders or bust.” I am annoyed at the Sanders campaign for not doing enough to keep the conversation on task (beating the Republicans), allowing this subset of supporters to do the campaign’s bidding in a way the campaign would not do itself.

People who argue against Clinton by comparing the records of the two candidates habitually make a critical error (other than buying the GOP poison as noted). Bernie Sanders is the Senator from Vermont. Vermont is the state of Maple Sugar and Good Ice Cream. People in Vermont live in underground houses and yerts. If you are a hard core progressive, and you represent Vermont, you rarely have to also represent issues or people or companies or industries or communities that are not in line with progressive thinking. In the few areas where Sanders has gone off the Progressive track, it has been because he also represents a few interests — because they are in his state — that are not progressive, such as with respect to gun ownership or dealing with toxic waste, etc. A Bernie Sanders clone, with the same values and all that, representing a larger, more diverse, more complicated state would have a voting and legislative record that is very different from the one he has. Clinton, on the other hand, was the first lady to a president that moved hard to the center. She was the Secretary of State for a president who developed an effective, but not entirely progressive, foreign policy that overlapped a lot with an energy policy that was brilliant in every way except one: It did not keep the Carbon in the ground. (Very important.) This makes the comparison internally very biased before any careful analysis can happen, and that bias is rarely considered.

People who argue against Sanders on the ground that he is not going to get anything done, or because of a political label with a version of the word “socialist” in it, underestimate the degree to which many Americans are fed up with the current wealth-concentrating and unfair system of economy, politics, and government. They fail to recognize that the framework for the American political conversation has been pushed to the right at almost every turn since Gingrich and the Contract on America, and the one recent time it got pushed to the left, with the election of a non-white President, special circumstances applied and the fascists and racists came out of the woodwork. Many of the same individuals argue that it is good that Sanders’ candidacy has had so much support, even if he is not nominated, because it brings those progressive issues to the table. That is true. But the same argument suggests that a Sanders presidency would move that framework back from the right and towards the left even if Sanders has a non-Democratic Congress for his entire time in office. He won’t play Obama-style multi-dimensional chess, a strategy that has not gotten much done with a Republican controlled Congress. Rather, he’ll spend four or eight years yelling at the Republicans and also not getting much done, but with a potentially stronger effect. He’d move the political center to the left.

A while back I started making regular predictions of what would happen in the upcoming primaries and caucuses. Let me tell you why I did that.

I’ve been expecting, since the beginning of the primary season, for one or another thing to happen. You will recall that I repeatedly posted a graphic comparing the Clinton-Sanders popular standing in national polls with the same graph for Obama-Clinton in 2008. The idea was to show the flip between the heir apparent, Clinton, and the other guy. In the case of 2008, that happened early in the primary process. The point of showing that graphic was to remind everyone, back then, that even though Clinton was ahead in all the polls, Sanders could easily overtake Clinton and not look back, as Obama did. So, all along, one of the things I’ve been expecting is for that to happen. But, so far, it has not happened.

The other thing I’ve been expecting to happen is for Clinton to move ahead at a steady, and eventually increasing, rate, to leave Sanders in the dust. That would, of course, produce the exact opposite result, with a Clinton nomination what could have been clearly foreseen months in advance. But, so far, it has not happened.

Obviously, only one of these two things could happen, at most. I will note that those who supported one candidate or the other early on in the primary process have been pretty sure all along that the change … the Sanders surge or the Clinton juggernaut … was already happening and was about to really happen, all along. Those supporters, of either candidate, have been wrong all along. Neither has happened.

Anyway, the reason I started to develop a model of what would happen across the entire primary process has been to identify when the Clinton juggernaut, or the Sanders surge, was afoot. At which time, probably, I would declare that this thing was happening, throw my support behind the surging or juggernauting candidate, and get to work on that campaign.

With each group of primaries and caucuses, I did my best to use unbiased reasonably good empirical evidence to predict the primaries, with the idea that if a strong trend was evidence, of possibly for a given set of primaries, I’m wrong in my predictions, significantly, one way OR the other, then surging or juggernauting has commenced. But that has never happened. Clinton has been ahead the entire time, but not far, and the gap has closed. But the gap has not closed (prior to today) enough to convince me there is a surge. This is like one of those horse races where the favorite is in first place until the last furlong. Then, the second place horse runs ahead of the first place horse and wins. Or, the second place horse stays in second place and does not win. We can’t tell. There is no evidence to suggest one outcome or another at this time.

So that is why I’ve been making these predictions, to help decide what to do, as a signal to fish or cut bait. And, I continue with this effort because the outcome of every single set of primaries or caucuses has been the same: Clinton has outperformed herself and done really well where she’s won, and Sanders has outperformed himself and kept right behind Clinton where he’s won.

Make no mistake. My current empirical analysis, which has been very effective at predicting primaries and causes, still shows and has always shown an eventual Clinton nomination. But the difference between the two candidates has not been large enough to suggest that a Clinton nomination is inevitable. I’ll also add that this projection is actually what my earliest projections showed … a long and steady race with Clinton just ahead of Sanders the entire time. But, the whole idea of the Sanders candidacy is the surge, the upward swing, the crowds of revolutionary voters showing up and tipping over the cart, at some point in time. The fact that it has not happened to date does not mean it won’t happen. Also, the most recent set of primaries did in fact move Sanders closer to Clinton by a good amount, so the size of the cart that needs to be tipped is smaller, attainable.

I will note that I find myself at the moment more annoyed with that special subset of Sanders supporters who are rude and unthinking than I am with any subset of Clinton supporters with whom I regularly interact. So far, many people have taken me for a Clinton supporter or a Sanders supporter, or have been annoyed at me for not explicitly supporting their candidate (either one). But across all of this interaction, the number of Clinton supporters who gave me crap for not getting on board with Clinton is exactly one, from a trusted friend and political activist, and it was subtle, polite, and done with humor. I simply don’t find real evidence for Clinton supporters being jerks to Sanders supporters in my own personal interaction sphere, though there is plenty of that out there on-line among the Titterati and Facebookois. In contrast, I am faced with Sanders supporters who mistakingly think I’m going for Clinton, who get fairly nasty at times (again, this is that special subset of Sanderati, I hope a small percent). These special snowflakes are more likely to a) assume incorrectly whom I support, b) make incorrect assumptions about what I know and what my experience in politics may be (I once received a virtual questionnaire from a Sanders supporter demanding my background in political activism!), 3) get nasty about it, and 4) declare that if Sanders is not nominated they will do something really dumb like vote for Trump, write in Sanders, etc. So, while the level of support, depth of feeling, rational argument, etc. for each candidate within me and coming from me are even, there is this imbalance, and I find it disturbing and I don’t like it at all.

So, what will happen tonight when five sets of primary results come in? I’ve made my predictions here, but what will be the meaning of a particular outcome?

I have to check my numbers (so this paragraph might get fixed), but my estimate is that at present Clinton is ahead of Sanders in committed delegates by about 20%, but that by the end of the night according to my predictions, that gap will close to about 10%. So …

<li>- if the gap widens or closes by only a couple of percentage points, that will point to a very very likely Clinton victory, because all the different kinds of states have been sampled, half the delegates will have been assigned, and even a surge can't bring Sanders into first place.</li>


<li>- if the 10% gap (plus or minus 2%) is the result of today's contests, Sanders is still following Clinton closely enough that a true surge could cause him to overtake her, but it would have to be a big surge, and is quite possible but not that likely. Ten percent is actually a very large number if half the votes, as it were, were counted. But if this happens, I will be then in exactly the same place I am now, continuing to support both candidates, not choosing one, not sure what will ultimately happen.</li>


<li>- if the gap closes to much more than 10%, or, certainly, reverses, then the Sanders Surge some expect to see in the larger, reasonably but not very diverse, industrial, etc. etc. states is in evidence. In that case it is time to simply get behind Sanders, but NOT vilifying Clinton of course, and push for a Sanders win.</li>

I am truly excited about the prospect that, in today’s primaries, Hillary Clinton pulls ahead numerically and this becomes a one person race. I’m truly excited about the prospect that, in today’s primaries, Bernie Sanders does so well that he has an excellent chance of winning the nomination. The bias I mention above leans me slightly towards being more excited about a Clinton pull-ahead, because that would leave those special snowflake bernie bots, whom I find annoying, behind. But they are not the ones running for office, so that bias is small. But I admit it; I don’t like my support being extorted with claims that so many Sanders supporters will throw the country under the bus if they don’t get their way. I just hope that is truly a small number of individuals.

So. What happened Tuesday night?

…. to be filled in later …

And so, here is what we have…

Clinton did very well tonight. My model had predicted that Sanders would do well enough to close the gap from 20% to 10% difference, keeping him in the race. What happened instead is that the gap between the candidates, with half the votes counted, remained at 20%. In other words, this happened:

  • – if the gap widens or closes by only a couple of percentage points, that will point to a very very likely Clinton victory, because all the different kinds of states have been sampled, half the delegates will have been assigned, and even a surge can’t bring Sanders into first place.
  • My revised model attempted to account for recent Sanders northern state victories by calculating the expected outcome with an appropriate adjustment. However, the Sanders campaign did not perform, and my predictions were relatively inaccurate. Which is sad for my model, and for Sanders.

    The voting is still happening and delegates are not all assigned, and delegate counting is strange in Ohio, so my original predictions of delegate counts can’t be compared to the data we have right now, tonight. So I converted my delegates counts to percentages, and then converted the reported percentages adjusted to make Clinton and Sanders sum to 100% (because my percentages do this as well). This is what I get:

    Screen Shot 2016-03-15 at 9.49.00 PM

    I predicted a close race in Florida. What actually happened was a Clinton landslide.

    I predicted a close race in Illinois. This is correct. Clinton will likely win Illinois and pick up a few more delegates there than Sanders.

    I predicted a close race in Missouri. We have a close race in Missouri. I had predicted that Sanders would win by a little, and it looks like he is going to win by a little.

    I predicted a rout in North Carolina. We are getting a rout in North Carolina. Clinton will win, but not by quite as much as I had predicted.

    I predicted a close race in Ohio. Clinton is doing very well there and will beat Sanders decisively. Some people will call it a landslide, some will not.

    So, while I predicted three races very accurately, my model was way off for two big ones, and Sanders will end up with far fewer delegates today than expected.

    Here is a histogram showing change over time, roughly divided into weeks of primary activity, in the percent difference between the candidates.

    Screen Shot 2016-03-15 at 9.48.41 PM

    With about half the committed delegates counted and a solid 20% gap, Sanders would have to perform at 60:40 on average from now on to catch up.

    Using the actual data through today (today’s delegates estimated in some cases) and the model’s prediction for the future (which still performs overall fairly well, but giving Sanders, apparently, more delegates than he is likely to get) here is what the future of this primary season looks like:

    Screen Shot 2016-03-15 at 10.01.11 PM

    Sanders is likely to win a large number of the upcoming primaries, but probably only by a small amount, and he will continue to lose some of them by a large margin. I think it is very unlikely that he is going to achieve a 60:40 win, on average, for the rest of the race.

    At this point in time, it is a near certainty that Clinton will be the nominee for the Democratic Party for President.

    How Will Clinton And Sanders Do On Tuesday? (Updated)

    Most polls and FiveThirtyEight predict a Clinton blow-out on Tuesday, with her winning all five states, in some cases by a large margin. My model, however, predicts that each candidate will win a subset of these states, but with Clinton still win the day.

    I’ve been working on a model to predict primary outcomes for the Democratic selection process, and generally, the model has proved very effective. After each set of primaries I’ve adjusted the model to try to do a better job of predicting the upcoming contests. The most important adjustment is the one that affects the current model.

    The model assumes that we can predict voting behavior by ethnicity. Given this assumption, the distribution of potential Democratic participants by ethnic group then gives the final likely division among primary voters or caucus goers across the two candidates, then this translates directly into the division of committed delegates for that state. The estimates of within-group voting are made from exit polls.

    The most recent revision divides states into “Southern” (meaning deep south) and “Not Southern,” and uses different sets of numbers for each of the two kinds of states.

    To date, about 32% of the committed delegates have been assigned, with 769 for Clinton and 502 for Sanders. Next Tuesday, March 15th, an additional 691 delegates will be committed to the two candidates. So, almost exactly 50% of all the delegates for the entire process will be committed. (None of this counts uncommitted delegates, sometimes called “Super Delegates.”)

    If Clinton and Sanders each do about as well as they have done in the past, this will leave Sanders with a significant gap to close, and he probably can’t win the nomination. If Clinton does better, that closes the door to Sanders even more firmly. But, if Sanders does well, that may help close the gap and considering Sanders as a possible nominee is reasonable.

    The current model, which has the interesting dual property of giving Sanders more delegates than the polls currently predict, but also, according to my own evaluation of my own model, probably underestimates Sanders’ performance, suggests that Clinton will earn more delegates than Sanders, but not by too much. So, if the underperformance of the model is strong enough, they could come close to a tie. At present, here are my predictions for the outcome of Tuesday’s set of primaries:

    Florida: Clinton will win but by less than expected. The outcome will be so close that I can’t rule out a Sanders win here.
    Illinois: Sanders will win, but this may be close to a tie.
    Missouri: Sanders may win by a small margin. However, keep in mind that it is very difficult to classify Missouri as a “Southern” vs. “not-Southern” state. I picked “Not-Southern” for this prediction. But we’ll see. If Missouri goes all “Southern” then Clinton wins there.
    North Carolina: Clinton will win by a very large margin (70-something to 30-something delegates).
    Ohio: Sanders will win by a small margin.


    UPDATED

    Here is the output of the model indicating the expected number of committed delegates to be awarded on Tuesday to the two Democratic candidates:
    Screen Shot 2016-03-14 at 2.34.04 PM

    If these numbers are close to what happens, or if Sanders does better, then Sanders is still in the race, though with a tough road ahead of him. If, in contrast, the polls turn out to be right, it would indicate that Sanders’ over performance in earlier contests may have been temporary, and the chance of him winning the primary is very small. At present the polls show Clinton way ahead in Florida, Clinton barely ahead in Illinois, a near tie in Missouri, Clinton way ahead in North Carolina, and Clinton a little ahead in Ohio. In other words, I’m suggesting that Sanders will win three out of the five races, while the polls suggest he will one or may be two.


    Let’s look at the FiveThirtyEight predictions to see how they compare.

    FiveThirtyEight gives Florida to clinton (nearly 100% chance of wining). They predict a strong Clinton finish in the state, about 2:1.

    For Illinois, FiveThirtyEight says about the same, a better than 2:1 projected result, with Clinton carrying away a lot of the delegates.

    For Missouri, FiveThirtyEight has Clinton probably winning, but not by too much, so only a small pickup for her.

    For North Carolina, FiveThirtyEight has Clinton winning just shy of 2:1 over sanders.

    For Ohio, FiveThirtyEight predicts a Clinton win, and a fairly strong one.

    So we can see that there is a huge difference between FiveThirtyEight’s prediction and mine, and the two methods are very different. Both of the methods used by FiveThirtyEight rely on some combination of opinion or support-related information, while my method uses none of that. For this reason it is not surprising that the two methods produce very different results.

    The point of going over the FiveThirtyEight predictions is that they do a very good job of representing the polling data, which overall strongly suggest that Clinton will run away with the nomination. The problem is, these data have been suggesting this since Iowa, and generally speaking, Sanders has far outperformed those estimates.

    The final outcome in terms of delegates from all five races will be approximately:

    Clinton: ca 364 delegates

    Sanders: ca 326 delegates

    This will mean that, at the end of the day Tuesday, Hillary Clinton will have about 56% of the committed delegates, to Sanders’ 44%, with about 50% of the committed delegates assigned.

    Who Will Win The Democratic Primary? (Updated model)

    I have been presenting various versions of a model to predict the outcome of upcoming Democratic primaries. The earlier version of the model worked like this: Make some assumptions about the ratio of voting preference (for Sanders vs. Clinton) among the different major ethnic groups, and using the known distribution of said ethnic groups, predict the future.

    I started out with the assumption that among whites, the ratio would be 50:50, based on one datum, the outcome from Iowa, which is essentially a white state. I used a bias for African Americans and Hispanic voters favoring Clinton. That worked well to predict several primaries, with the caveat that what happens in Vermont and New Hampshire would be biased by favorite son effects.

    The second part of the model is to update the within-ethnic group biases with further information as it became available, using primarily exit polling. At no point did polling for future races come into play except to demonstrate in advance that the model might work (by comparing polling for some Super Tuesday state polls with the model predictions).

    Again, the model predicted Super Tuesday’s outcome pretty well, but there were some surprises especially in order of magnitude where Sanders won. In those states I had predicted either something close to a tie or a modest Sanders win, and he did better.

    Now that there have been several other races (Louisiana, Nebraska, Kansas, Maine, Mississippi and Michigan), with more exit polling and some more surprises (that, again, I predicted in polarity but not magnitude) I can see that the model works very well in predicting states where Clinton ultimately won, but under-estimates Sanders’ delegate take in states where he won. And, the states where the latter happens are those that are not part of the “deep south.” This indicated that both “black” and “white” voters (and maybe “hispanic” voters) are doing different things in those different states, and that ethnic mix alone is insufficient. I also considered that whether or not a primary is “open” or not may be a factor (or a primary vs. a caucus) and I’m sure this has an effect. However, the simple characterizations of “open” vs “closed” or even “caucus” vs. “primary” come nowhere close to actually capturing the real variation among these kinds of states. Plus, sadly, there is a general lack of exit polling information for some of the odder states, so the two factors (a different ethnic pattern vs. the effect of the kind of contest) can’t be compared in relation to each other.

    So now I have a new model. This is exactly the same as the first model, but uses different ethnic patterns (how each ethnic group is likely to vote) for states that are “southern” (deep south, not the southwest) vs. states that are not “southern”. This could have been done by looking at the proportion of African Americans in each state to produce an adjustment, and I may well do that eventually, but for now a simple binary distinction seems appropriate. I calculated, using exit polls, ethnic patterns for these two kinds of states.

    I have data for eight southern states indicating that the ratio of Clinton to Sanders support for White, Black and Hispanic should be 60-40, 88-12, and 71-29. In contrast, for non-southern states, for which I have data from six states, the ratios are 45-55, 69-31, and 46-54. Note, however, that this “black” ratio is based on only four data points, and the hispanic ratio for both types of states is based on one state each.

    In other words, Black voters always favor Clinton but much more so in southern states, white voters favor Sanders in non-southern states but the reverse is true in southern states. Hispanic voters strongly favor Clinton in southern states, and mildly favor sanders in non-southern states.

    Applying this model to the past, it does less well than earlier versions of the model did on the first few primaries, and better on later primaries. This may mean that there is a change in voting behavior, or simply differences in the states that happen to go earlier or later. Indeed, the current model still somewhat underestimates Sanders performance where he does well, and if the smaller number of later states (i.e, excluding Iowa, New Hampshire and Nevada) is used to estimate these ratios, the White ratio is unchanged but the Black ratio works a bit less against Sanders. But at this point we have broken the data down into too-small units and are nitpicking. (By the way, if I recalculate the ratios weighing for state population size, which might be better because larger states may be better samples, there is no significant difference. More likely, a weighted average that ranks the quality of the exit polling data would be more logical and useful, but I do not have any such quality measures.)

    When retrodicting previous contests with the new model, to see how well it works, the outcome isn’t too bad. It fails to predict Iowa, Nevada, Colorado, and Massachusetts, but is close. The new model predicts a 65-65 split in Michigan, which actually had a 61-69 split, so that’s wrong (but a tie is better than the wrong win.)

    I could easily adjust the Sanders numbers to make the model predict the outcomes better in those states where he won, and that might be reasonable because of the status-quo part of the status-quo-ethnic model. But it would be an arbitrary adjustment with respect to the ethnic part of the model, so it is better not to.

    This model retrodicts that Clinton takes 785 committed delegates and Sanders takes 536 committed delegates to date. By my count (which may vary from other counts because sometimes the delegates are counted funny) Clinton has actually won 769 and Sanders has won 502. That’s not bad, I’ll take it.

    So, if this model is any good, I should be able to tell you now who will win the various races in the all-important upcoming Son of Super Tuesday, next week.

    Clinton will win Florida, barely. The model projects a tiny lead for Sanders in Illinois, so that may be a tie. Clinton handily wins Missouri and North Carolina. Sanders barely wins Ohio. At the end of the day (aside, again, from delegate awarding oddities) Clinton will have added 376 committed delegates to Sanders’ 314. A Clinton win, but not a big one, is expected for next Tuesday.

    Finally, according to this latest version of the status quo ethnic mix model, Clnton will win the nomination. The following graph shows the cumulative delegate count for each candidate, with the first several dates (up to yesterday’s primaries in Mississippi and Michigan) using actual committed delegate counts, and the rest using the projections from the model.

    Democratic_Primary_Predictions_2016

    It is very important to note that this model probably underestimates Sanders’ performance in a subset of states. In other words, Sanders actual delegate count will be somewhere between the two lines shown here for a few weeks. The question then remains, can he get his line to cross Hillary’s line?

    Note that in this scenario, Sanders wins both New York and California, but just by a little. If there is a handful of big states where my “just by a little” actually turns out to be “by a surprising amount” there could be a different outcome. Indeed, Sanders is expected to outperform Clinton from New York onward in many primaries, and if he does “a surprising amount” (which by then won’t seem like a surprising amount anymore) wherever possible, he could pull ahead.

    Sanders can win the nomination: New Analysis

    I developed a predictive model for the Democratic primaries that was designed to have the following features:

    1) It does not rely on polling;

    2) It does use exit polling and other information to set certain parameters;

    3) It mainly uses prior primary or caucus results to predict the future, and thus assumes that the status quo is the best indicator.

    4) It calculates likely voting patterns based on ethnicity (White, African American, Hispanic), and using likely Democratic party distribution among these groups to predict each contest’s outcome.

    That method outperformed most other predictions for Super Tuesday and accurately predicted who would win in the four contests held over the last weekend. However, in states that Sanders won last weekend, and in at least two of the Super Tuesday results, the method underestimated how well Sanders would do. Notably, the numbers used to predict those primaries accurately predicted how Clinton would do in Louisiana, and generally.

    In other words, mostly, where Clinton won, the model was accurate, but where Sanders won, Sanders did better than expected, not counting “favorite son” states where he did even better.

    The most likely reason for the difference between prediction and reality over last weekend, since this is a status quo poll, is a change in voting patterns. In other words, it is possible that Sanders is picking up some momentum. That does not explain why the largest of the primaries, Louisiana, fit the predicted pattern while the others do not.

    A second possibility is that Sanders outperforms expectations in caucus states. That seems almost certainly a factor, which I can not explain.

    A third possibility is crossover voting or independents favoring Sanders in some, but not all, states. If Republicans are voting in the Democratic contest, or independents are showing up at the Democratic events, specifically because they want to vote for Sanders, that could explain a localized Sanders surge. This does not do well explaining last weekend’s results, because Sanders won in closed caucuses. But, it could explain some earlier results, such as Massachusetts and Minnesota. I know for a fact that some Republicans and a lot of “independents” (as in, “I never did this before, see how independent I am”) voters showed up in the Minnesota caucus. The question remains, of course, where were these voters in Louisiana?

    One explanation for this may be that the indies and centrists in more conservative southern states, which also happen to have a lot of pro-Clinton African American voters, are mostly registered Republicans or chose to participate in the Republican rather than Democratic process, while similar voters in less conservative or liberal states were already more likely to be Democrats or to at least participate this year in the Democratic primaries or caucuses. Differences in voter turnout across states seem to conform to this pattern.

    Last weekend barely added enough data to consider revising the model. Assuming that the status quo method still works, but with somewhat adjusted numbers to match Sanders wins so far, and combining projections into the future with primary results so far, this model now puts Sanders on top at the very end of the primary process, like this:

    Screen Shot 2016-03-07 at 9.57.31 AM

    I quickly add that I don’t have a lot more confidence in this projection than the previously developed projection that has Clinton winning. But this new projection is important because it accounts for what might be recent changes in how people are voting.

    Michigan’s primary, to be held tomorrow, is important. Michigan is relatively diverse, and is northern (less conservative, etc.). The modified model predicts that Sanders will swamp Clinton in Michigan, picking up over 70 delegates to Clinton’s low-fifties. In contrast, the previous iteration of the model predicts that Clinton will win with about 66 delegates and Sanders will pick up a healthy 60 or so.

    Michigan’s contest is a primary, not a caucus, but it is open, so cross-party activity is possible.

    Michigan will be a test between the two models, the older one that ultimately favored Clinton, and the revised (but far less certain) one that suggests that Sanders could eek out a victory.

    Michigan plus last weekend’s contests combined will give me enough data to produce The Model of Models which will accurately predict the outcome of primaries coming up in Florida, Illinois, Missouri, North Carolina and Ohio. Or not. We’ll see. It is possible that I’ll add an element to the model, using one set of assumptions for red states, another set for blue states.

    One week after Michigan, Son of Super Tuesday happens. If either one of the candidates is very strong on that day, that may finish off the other candidate. The actual number of committed delegates is not too different between the two candidates, and the so-called “Super Delegates” will probably be obligated to go with whoever enters the Convention with the most delegates.

    Democratic Primary Results: Predicted vs actual (Updated with Maine)

    Yesterday, the Democrats held three contests, in Louisiana, Nebraska and Kansas. I had predicted a Sanders win in Nebraska and Kansas, and a Clinton win in Louisiana, using my ever-evolving ethnicity-based projection model. Those predictions came to fruition. Like this:

    Predicted on top, Actual on bottom.

    Democratic_Primary_Saturday_March_5_2016

    Clinton did a bit better than projected in Louisiana, and Sanders did a bit better in Nebraska, but much better in Kansas than predicted.

    I had projected the final delegate count to be 60:49 (Clinton:Sanders) for that day, and it turned out to be 55:49 (Clinton:Sanders). The difference is primarily in the number of actual delegates awarded to the candidate between what my model assumed and what the states (Louisiana) actually did. Overall, I’d say that the model, which currently predicts Clinton reaching lock-in on delegate count in mid or late April, is accurate, but with enough of a difference to allow for Sanders to close the gap somewhat. At this point, though, Sanders will have to start performing better in order to catch up.

    Lately we’ve seen a discussion that runs something like this. Clinton is winning in states where a Democrat is unlikely to lose, and Sanders is doing well in states where a Democrat is likely to lose. Therefor, Clinton would lose the general election, and Sanders would win it.

    This proposition fails to take into account that for the most part the two candidates are interchangeable at the level of the general election. All those people who preferred one candidate in the primary will prefer the other candidate in the general, should that other candidate win the nomination. The only way for Sanders to beat Clinton is to start winning more delegates than the model projects, and soon.

    Sanders’ better than predicted performance yesterday is not enough for him to overtake Clinton, but perhaps it is a sign that he is increasing his performance. Every primary or caucus is a test of the running hypothesis of status quo, and at the moment, status quo gives Clinton the nomination. Sanders will have to start falsifying that hypothesis very soon. There is no reason to say that will happen, or not happen, at this time.

    By the way, a similar model (using the status quo as the determining factor in making predictions, but with no ethnic adjustment) for the Republican party predicts that Trump will lock in the nomination late enough in the process that he could actually fail to do so if his performance falters. The possibility of a brokered Republican convention is very real.

    That is not the case, probably, for the Democratic convention, as the uncommitted delegates (called Super Delegates) will likely vote for the winner at the end of the process, to lock in that candidate.

    UPDATE: Today, Sanders won in Maine. I had predicted a Sanders win, though Bernie got more delegates than my model had suggested.


    Predicted on top, Actual on bottom.

    Screen Shot 2016-03-06 at 10.05.06 PM

    The Delegate total for this weekend is now 72:62 Clinton Sanders predicted, 62:64 Clinton Sanders actualized.

    I will assume that the extra strong showing by Sanders in Maine is partly a result of the Favorite Son effect, and not adjust the model. Mississippi and Michigan, in just a couple of days, together with this weekend’s contests, should provide excellent calibration in preparation for primaries if Florida, Illinois, Missouri, North Carolina and Ohio.

    The Sanders Hypothesis: This Weekend’s Primaries

    This weekend there are Democratic Party primaries or caucuses in Kansas, Louisiana, Nebraska, Maine and Puerto Rico. The model I developed for predicting primary and caucus outcomes indicates the following results as most likely:

    Screen Shot 2016-03-05 at 8.43.16 AM

    Sanders is losing the primaries, so far, and Clinton is on the path to victory. However, Sanders has a fair amount of time to catch up. Perhaps he just needs his strategy to take hold. The idea was to have a revolution, which in this case, means a lot of people show up. A lot of people did show up, but not enough. Sanders needs to get the rest of them to show up in these states! (My model only addresses states, sorry Puerto Rico, and yes, you should be a state).

    So, in a way, this weekend’s events are individual tests for the hypothesis that Sanders can pull his nuts out of the fire and catch up to Clinton. (Unlike Republicans, we speak not of genitalia here, but rather, chestnuts. Roasting. In the open fire of politics. You’ve heard the expression, right?)

    This could be a good weekend for Sanders in terms of victories. I’m predicting he takes Nebraska, possibly Kansas, and certainly Maine. Three wins all at once will invigorate his campaign.

    However, note that these numbers are from a model that predicts a Clinton lock on the nomination by mid April. A sign that Sanders is doing better than that projection would be doing less badly in Louisiana, and significantly better in Nebraska and Kansas. I don’t think doing better than projected in Maine will mean much, because there is a probably favorite son effect there.

    Whom Should I Vote For: Clinton or Sanders?

    You may be asking yourself the same question, especially if, like me, you vote on Tuesday, March 1st.

    For some of us, a related question is which of the two is likely to win the nomination.

    If one of the two is highly likely to win the nomination, then it may be smart to vote for that candidate in order to add to the momentum effect and, frankly, to end the internecine fighting and eating of young within the party sooner. If, however, one of the two is only somewhat likely to win the nomination, and your preference is for the one slightly more likely to lose, then you better vote for the projected loser so they become the winner!

    National polls of who is ahead have been unreliable, and also, relying on those polls obviates the democratic process, so they should be considered but not used to drive one’s choice. However, a number of primaries have already happened, so there is some information from those contests to help estimate what might happen in the future. On the other hand, there have been only a few primaries so far. Making a choice based wholly or in part on who is likely to win is better left until after Super Tuesday, when there will be more data. But, circling back to the original question, that does not help those of us voting in two days, does it?

    Let’s look at the primaries so far.

    Overall, Sanders has done better than polls might have suggested weeks before the primaries started. This tell us that his insurgency is valid and should be paid attention to.

    There has been a lot of talk about which candidate is electable vs. not, and about theoretical match-ups with Trump or other GOP candidates. If you look at ALL the match-ups, instead one cherry picked match-up the supporter of one or the other candidate might pick, both candidates do OK against the GOP. Also, such early theoretical match-ups are probably very unreliable. So, best to ignore them.

    Iowa told us that the two candidates are roughly matched.

    New Hampshire confirmed that the two candidates are roughly matched, given that Sanders has a partial “favorite son” effect going in the Granite State.

    Nevada confirmed, again, that the two candidates are roughly matched, because the difference wasn’t great between the two.

    So far, given those three races, in combination with exit polls, we can surmise that among White voters, the two candidates are roughly matched, but with Sanders doing better with younger voters, and Clinton doing better with older voters.

    The good news for Sanders about younger voters is that he is bringing people into the process, which means more voters, and that is good. The bad news is two part: 1) Younger voters are unreliable. They were supposed to elect Kerry, but never showed up, for example; and 2) Some (a small number, I hope) of Sanders’ younger voters claim that they will abandon the race, or the Democrats, if their candidate does not win, write in Sanders, vote for Trump, or some other idiotic thing. So, if Clinton ends up being the nominee, thanks Bernie, but really, no thanks.

    Then came South Carolina. Before South Carolina, we knew that there were two likely outcomes down the road starting with this first southern state. One is that expectations surrounding Clinton’s campaign would be confirmed, and she would do about 70-30 among African American voters, which in the end would give her a likely win in the primary. The other possibility is that Sanders would close this ethnic gap, which, given his support among men and white voters, could allow him to win the primary.

    What happened in South Carolina is that Clinton did way better than even those optimistic predictions suggested. This is not good for Sanders.

    Some have claimed that South Carolina was an aberration. But, that claim is being made only by Sanders supporters, and only after the fact. Also, the claim is largely bogus because it suggests that somehow Democratic and especially African American Democratic voters are somehow conservative southern yahoos, and that is why they voted so heavily in favor of Clinton. But really, there is no reason to suggest that Democratic African American voters aren’t reasonably well represented by South Carolina.

    In addition to that, polling for other southern states conforms pretty closely to expectations based on the actual results for South Carolina.

    I developed an ethnic-based model for the Democratic primary (see this for an earlier version). The idea of the model is simple. Most of the variation we will ultimately observe among the states in voting patterns for the two candidates will be explained by the ethnic mix in each state. This is certainly an oversimplification, but has a good chance of working given that before breaking out voters by ethnicity, we are subsetting them by party affiliation. So this is not how White, Black and Hispanic people will vote across the states, but rather, how White, Black and Hispanic Democrats will vote across the state. I’m pretty confident that this is a useful model.

    My model has two versions (chosen by me, there could be many other versions), one giving Sanders’ strategy a nod by having him do 10% better among white voters, but only 60-40 among non-white voters. The Clinton-favored strategy gives Clinton 50-50 among white voters, and a strong advantage among African American voters, based on South Carolina’s results and polling, of 86-14%. Clinton also has a small advantage among Hispanic voters (based mainly on polls) with a 57:43% mix.

    These are the numbers I’ve settled on today, after South Carolina. But, I will adjust these numbers after Super Tuesday, and at that point, I’ll have some real confidence in the model. But, at the moment, the model seems to be potentially useful, and I’ll be happy to tell you why.

    First, let us dispose of some of the circular logic. Given both polls and South Carolina’s results, the model, based partly on South Carolina, predicts South Carolina pretty well using the Clinton-favored version (not the Sanders-favored version), with a predicted cf. actual outcome of 34:19% cf 39:14% This is obviously not an independent prediction, but rather a calibration. The Sanders-favored model predicts an even outcome of 27:26%.

    The following table shows the likely results for the Clinton-favored and Sanders-favored model in each state having a primary on Tuesday.
    Screen Shot 2016-02-28 at 12.50.21 PM
    The two columns on the right are estimates from polling where available. This is highly variable in quality and should be used cautiously. I highlighted the Clinton- or Sanders-favored model that most closely matches the polling. The matches are generally very close. This strongly suggests that the Clinton-favored version of the model essentially works, even given the limited information, and simplicity of the model.

    Please note that in both the Clinton- and Sanders-favored model, Clinton wins the day on Tuesday, but only barely for the Sanders-favored model (note that territories are not considered here).

    I applied the same model over the entire primary season (states only) to produce two graphs, shown below.

    The Clinton-favored model has Clinton pulling ahead in committed delegate (I ignore Super Delegates, who are not committed) on Tuesday, then widens her lead over time, winning handily. The Sanders-favored model projects a horserace, where the two candidates are ridiculously close for the entire election.

    Who_will_win_democratic_primaries_Clinton
    Who_Will_Win_Democratic_Primaries_Maybe_Sanders_Probably_Clinton

    So, who am I going to voter for?

    I like both candidates. The current model suggests I should vote for Clinton because she is going to pull ahead, and it is better to vote for the likely winner, since I like them both, so that person gets more momentum (a tiny fraction of momentum, given one vote, but still…). On the other hand, a Sanders insurgency would be revolutionary and change the world in interesting ways, and for that to happen, Sanders needs as many votes on Tuesday as possible.

    It is quite possible, then, that I’ll vote for Sanders, then work hard for Hillary if Super Tuesday confirms the Clinton favored model. That is how I am leaning now, having made that decision while typing the first few words of this very paragraph.

    Or I could change my mind.

    Either way, I want to see people stop being so mean to the candidate they are not supporting. That is only going to hurt, and be a regretful decision, if your candidate is not the chosen one. Also, you are annoying the heck out of everyone else. So just stop, OK?

    Who Will Win The Next Several Primaries: Clinton or Sanders?

    I recently developed a model of how the primary race will play out between Democratic presidential hopefuls Hillary Clinton and Bernie Sanders.

    That model made certain assumptions, and allowed me to produce two projections (well, many, but I picked two) depending on how each candidate actually fairs with different ethnic groups (White, Back, Hispanic, since those are the groupings typically used).

    The two different versions of this model were designed to favor each candidate differently. The Clinton-favored model started with the basic assumption that among white Democratic Party voters, both candidates are similar, and that Clinton has a strong lead among Hispanic voters and an even stronger lead among African American voters. The Sanders-favored model assumes that Sanders has a stronger position among White voters and less of a disadvantage among non-White voters.

    The logic behind the equivalence among White voters is that this his how the two candidates did in Iowa, which is a representative of the United States White vote, unadulterated by a favorite son effect in New Hampshire. Nevada failed to indicate that this assumption should be changed.

    The favoring of Clinton among non-White voters is based on national polling with respect to ethnic effects. The logic behind the Sanders-favored version is that Sanders’ strategy, to win, has to involve a large young, white, male turnout (evidenced in the polls) and a narrowing of the gap among African American and Hispanic voters.

    In that model, presented here, I used statewide demographic data to establish the ethnic term. However, that is incorrect, because one’s chances of engaging in the Republican vs. Democratic process in one’s state is tied to ethnicity. More Whites are Republicans, more Blacks are Democrats. I knew that at the time I worked out the model, but sloth and laziness, combined with lack of time, caused me to simplify.

    The newer version of the model adjusts for likely Democratic Party membership. The results are the same but less dramatic, with a much longer slog to the finish line and the two candidates doing about the same as each other for the entire primary season.

    The outcome of my modeling (reflected in the non-adjusted and adjusted versions, each with a Clinton- and Sanders-favored version) is different from the expectations of either campaign, as far as I can tell. Clinton boosters are claiming that the Democratic Party is mainly behind her, and these first primaries are aberrant. Sanders boosters are claiming the Sanders strategy of having a surge of support will carry him to victory. Both of these characterizations require that each candidate surge ahead pretty soon, and don’t look back. The opportunity to surge ahead is, certainly, Super Tuesday (March 1st).

    The models I produced, with the assumptions listed above, show a close race all along, so either the campaigns are wrong or I am wrong.

    The graphic at the top of the post represents how far ahead each candidate will be across the primary season, for each of their respective favored strategies.

    So for Clinton, the ethnic gap is maintained as wide, and the blue line shows that she will surge nearly 40 committed delegates ahead of Sanders (a modest surge) and continue to develop a wider and wider gap past mid-March, and thereafter, maintain but not increase that gap, of about 80 committed delegates, until the end.

    For Sanders, the orange line, the initial gap formed on Super Tuesday, does not start out very large, but his gap steadily increases until the end of the primary season, ending with a gap of over 120 committed delegates.

    So, that is the new model. But, it is a bogus model.

    I’m trying to stick with empirical data that do not rely on polling. Why? Because everybody else is relying on polling, and this is an election season where the polling is not doing a good job of predicting outcomes. Also, my modeling gives credit to each campaign’s claims, which is at least interesting, if not valid, as a way of approaching this problem. If Clinton is right, she wins this way. If Sanders is right, he wins that way.

    However, the data are insufficient to have much faith in this model. Super Tuesday will provide a lot more information, and with that information I can rework the model and have some confidence in it.

    Who will win the South Carolina Primary, Clinton or Sanders?

    While working this out, I naturally came up with predictions for what will happen in all of the future primaries. So let’s look at some of that.

    In South Carolina, according to my model, if Clinton’s strategy holds, she will win 29 delegates, and Sanders will win 24 delegates. If the Sanders strategy pertains, they will tie, or possibly, Clinton will win one more delegate than Sanders.

    Who will win the Super Tuesday primaries?

    The following table shows the results predicted by this model, for both the Clinton-favored and Sanders-favored versions, for all the Super Tuesday state primaries or caucuses.

    Super_Tuesday_Democratic_Party_Predictions_2016_Laden

    The Clinton-favored model suggests that Clinton will win six out of 11 primaries, and take the majority of uncommitted delegates. The Sanders-favored model suggests that Sanders will take 9 out of 11 primaries, and win the majority of uncommitted delegates.

    Notice that I put Vermont in Italics, because Sanders is likely to win big in Vermont no matter what happens. This underscores the nature of this model in an important way. I’m not using any data from the actual states, other than the ethnic mix from census data, with an adjustment applied to produce an estimate of Democratic Party membership across ethnic groups. That estimate is based on national data as well as data specifically form Virginia, to provide some empirical basis.

    I suspect most people will have two responses to this table. First, they will say that a model that incorporates Clinton’s strategic expectations should have her winning more. Second, they will say that all the numbers, for all states and all models, are too close.

    These are both legitimate complaints about my model, and will explain why it will turn out to be totally wrong. Or, they are suppositions people are making that are totally wrong, and when my model turns out to be uncannily accurate, those suppositions will have to be put aside for the rest of the primary season. (Or, some other outcome happens.)

    I will restate this: I’m looking for Super Tuesday to provide the best empirical data to make this model work for the rest of the primary season. But, in the meantime, this seemed like an interesting result to let you know about.

    Comparing Sanders and Clinton: Primary and general election prospects

    It is far too early to predict the outcome of the Democratic Party primary. Personally, I like both of the candidates and will support whichever one is selected to run in the general election. Both candidates have strong reasons to vote for them, and each candidate has their own “electability” issues. I vote on March 1st, and have not yet decided whom to vote for.

    Why would I start out an essay, an essay that is meant to be an objective analysis, with that statement? Because the validity of a statement, opinion, or analysis of the current primary process is inevitably evaluated in terms of the leanings of the source. I have found that when I say (or, more likely, post on Facebook) something that favors one candidate, some supporters of the other candidate assume that I have formed an opinion, and they go on the attack. In the extreme, I have been told that I am not being truthful about my uncommitted and undecided status. To that, I say this: when I have decided which candidate to support, there will be no mistaking my position and I will be fierce about it.

    With that aside, I have a few thoughts on what may happen over the next few days as the Democratic Nevada caucus (February 20th, Saturday) and the Democratic South Carolina primary (February 27th, Saturday) play out; about the overall race within the Democratic Party; and a few observations on the differences between the candidates. I’ll also point out an analysis by my friend Shawn Otto, who wrote one of those things that when I read it, I think, “Damn, why didn’t I think of and say these smart things, that’s brilliant.”

    The Nevada Caucus: who will win and what will it mean?

    Polling shows a dramatic recent shift in the standing of the two candidates in Nevada, though there have not been a lot of polls. Last year, Clinton held a strong but variable lead in various polls, ranging from as little as 16% to as much as 45%. I know of no polls from January, but polling conducted in February shows the two candidates nearly neck and neck, with Clinton up by no more than 6% in the poll favoring her the most.

    One of those polls, actually reported by Real Clear Politics (which is a handy but not unbiased, and often inaccurate) source for polls, showed the two candidates in a tie, but we have learned since the poll was done that it was probably biased, some claimed a fake. Of this poll, Jim Newell at Slate says:

    It was commissioned by the Washington Free Beacon, a conservative publication that exists largely to terrorize Hillary Clinton. The poll was conducted by TargetPoint Consulting, a conservative firm stocked with Republican operatives whose clients in 2012 included Mitt Romney’s presidential campaign, Mitt Romney’s super PAC, and Karl Rove’s super PAC. This is either a solid poll or it’s a well-conducted effort to stoke the “Clinton in disarray!” narrative swirling around the Clinton campaign following New Hampshire. We will know more soon.

    Despite the questionable nature of that poll, other polls such as a recent CNN/ORC poll, show the two candidates in a statistical tie. The CNN/ORC poll indicates that Clinton was ahead late last year by about the share claimed by Biden, suggesting (maybe) that Biden supporters broke for Sanders. This poll also indicates that the percentage of respondents who are undecided has dropped significantly, but 25% are still “trying to decide.”

    I’ve written before about the Ethnic Effect, which is important this year for a number of reasons. I’m looking to both Nevada, with a lot of Hispanic voters in the Democratic party, and South Carolina, with a lot of African American voters in the Democratic party, to inform us, at least initially, as to how this is going to play out.

    In Nevada, voters concerned with “race relations” favor Clinton by a strong majority. Related, voters who are concerned with immigration strongly favor Clinton. These observations indicate a strong diversity effect favoring Clinton over Sanders, as has been repeatedly suggested by expert commentarians.

    According to the CNN/ORC poll, almost everyone in Nevada is “white” and few are “non-White” (suggesting that Hispanic voters are conflated with non-White Hispanic), and thus, this poll provides no information for us to evaluate the Ethnic Effect. I suppose we will learn more after the event, with exit polls. The pattern of men favoring Bernie and women favoring Hillary is extant in Nevada, according to this poll.

    There are three answers to the question of who will win in Nevada.

    1) Can’t tell, polling is too close.

    2) Both, because it will be a statistical tie, though maybe not as close as Iowa, and thus, Nevada will be sending the Iowan message to Democrats: “You have two good candidates here, carry on.”

    3) Sanders, because the trend has been for Clinton to slowly leak support while Sanders slowly adds support, and Clinton was way ahead before. So, Sanders will likely squeak past Clinton, and this will be viewed as a big win for the insurgent candidate.

    The South Carolina Primary: who will win and what will it mean?

    Clinton has been ahead in the under-polled state of South Carolina all along. Recently, Sanders has shown some increased support there, and Clinton has lost some support there, but this change is well within the range of what we expect to see as campaigns evolve and background effects such as name recognition come into play. There is no apparent Sanders Surge happening in South Carolina. This means two things.

    1) Clinton will win this primary, affirming her hold on the African American constituency.

    2) Sanders needs to do better than expected to a certain degree in order to make South Carolina a bellwether of his future success.

    The NBC News/Wall Street Journal/Marist Poll (Clinton: 60%, Sanders 32%) released today (Feburary 19th) looks at ethnicity. As summarized by NBC News,

    In the current poll, Sanders leads Clinton among white Democrats, 51 percent to 46 percent. But Clinton crushes him among African Americans in the state, 68 percent to 21 percent.

    Even among African Americans under the age of 45, Clinton is ahead of Sanders by 17 points, 52 percent to 35 percent.

    I’m not sure what percentage of the South Carolina vote Sanders has to get to show that he is eating some of Clinton’s lead. Clinton is up by an average of about 24%. But the most recent polls show her closer to 24%. Taking out the uncommitted, Sanders is expected to get about 35% of the vote between the two candidates. It seems to me that if he gets 40% or more, that is big.

    What does all this mean?

    The Democratic race is evolving in two ways. First, Sanders is simply picking up support among his base. Those new voters, millennials, as well as a lot of regular Democrats, but more men than women, and mostly white, are joining up. At the same time, Clinton is holding her position, and possibly expanding a bit, among African Americans, women, and traditional Democrats.

    The “electability” argument is most often used these days against Sanders, but has traditionally been used against Clinton. I’m reminded of the joke of how fast you have to be to out run a lion on the African Savanna. (I take this personally having been in that situation a number of times.) The answer is, of course, faster than the one you are with. The common culture seems to assign more unelectability to Sanders than to Clinton, but this culture forgets that Clinton has always borne this burden. In any event, I think the electability argument is starting to fade as we are told by the primary voters that we have two good candidates, move on to the next state. I suspect this will continue to happen over the next eight days.

    Who will win the nomination, and how will they win the presidency?

    Both campaigns require a surge of support in order to win the general election.

    As Bernie Sanders himself noted the other day in Saint Paul, when voter turnout is low, the right wing wins. When voter turnout is high, progressives and liberals win.

    But each candidate may have a different subset of voters who will turn out. Sanders has the young, the millennials, the doods. This subset of voters is among the most unreliable when it comes to showing up at the polls. Can they be counted on?

    Clinton has women, who are good at showing up at polls, and African Americans, who are traditionally thought of as a weak voting block, but who have in fact been strong over the last couple of election cycles. So for Clinton, the question is, were African American voters so involved only, or mainly, because they were supporting the first African American candidate, and if so, do they not constitute an important part of Clinton’s path to the White House?

    The details of the South Carolina primary, and the collection of primaries and caucuses on March 1st, Super Tuesday, may answer that question.

    There is a reason to say that Sanders will win the nomination.

    This is the first time I’ve said anything like this, on behalf of either candidate, but I have reason to say this now, provisionally, as a working hypothesis and nothing more. As I noted at the start of this essay, we simply don’t know at this time, and it is way too early to say. But there are a couple of reasons for the Clinton campaign to worry.

    First, look at these two graphs from Real Clear Politics. The top graph shows the march of polling results during the entire 2008 primary. The second graph shows the current polling results to date. See the pattern? Is is possible that the Clinton-Sanders race is mirroring the Obama-Sanders race of 2008?

    Screen Shot 2016-02-19 at 11.23.09 AM

    A second, related (not independent) reason supporting this pattern recognition exercise is the simple fact that Sanders seems to exceed expectations and Clinton seems to not meet expectations. Again, this is too early to say, but if that pattern continues in both Nevada and South Carolina, then there might be something to this.

    The third reason, which is more fundamental and explanatory and less reliant on seeing patterns in the data, is that proposed by Shawn Otto in a recent essay at Huffington Post, called “What the Clinton Campaign is Missing.”

    In this essay, Otto, who is an astute political observer (and author of Fool Me Twice: Fighting the Assault on Science in America), notes that the effectiveness of a campaign is partly tied to the effectiveness of that campaign’s story.

    As a touchstone to the deeper concept, Otto reviews and critiques the various campaign slogans.

    On the Republican side…

    Bush: Jeb!
    Carson: Heal + Inspire + Revive
    Christie: Telling it Like it Is
    Cruz: Reigniting the Promise of America
    Fiorina: New Possibilities. Real Leadership.
    Kasich: K for US
    Rubio: A New American Century
    Trump: Make America Great Again!

    Bush’s slogan says nothing beyond emphatically asserting his first name, suggesting a lack of purpose in his campaign beyond entitlement that is completely at odds with an otherwise thoughtful man. Carson’s is obtuse and intellectual… Christie’s and Fiorina’s were both full of corporate-style bravado but said little beyond bluster, while Kasich’s is opaque and too cute for prime time. The only candidates who are telling voters stories about why they should be elected are Cruz, Rubio, and Trump…Trump has the stronger and more emotional narrative…

    On the Democratic side we see the following:

    Clinton: Hillary for America
    Sanders: A Future to Believe In

    Here, Clinton’s static, self-referential message isn’t telling a story that connects with voters’ lives in a meaningful way, and much of Sanders’ rise can be attributed to the fact that he is. … Voters will connect deeply and passionately even with a grumpy old socialist if he tells them a story that intersects with their lives…

    Read that essay for a much more detailed analysis.

    Finally, I’m going to make an observation about the difference in style between Clinton and Sanders. I’ve seen Clinton speak (in person) twice, and Sanders once, but I suspect these observations are accurate.

    When Sanders speaks, he speaks in bullet points, each internally well worked out, and each delivered with roughly equal levels of rhetorical energy. When Clinton is at the podium, the entire speech as a whole has a larger pattern. She begins by making personal connections to her audience, and to others who have been on the stage before her. She moves from this introduction to historical context and backstory about her own experiences, and then eventually moves on to the key issues of the day. As this happens, the rhetorical crescendos start off small and infrequent, then strengthen, and eventually merge into a short but powerful set of rallying cries that gets everyone on their feet.

    It is not the case that either of these approaches is newer or more traditional. Bernie sounds like the old timey liberal activists that I remember getting to know back when I was a teenager working on my first campaigns. Indeed, he sounds like an old fashioned socialist. Hillary sounds like a traditional fire-and-brimstone orator, reminding me of Ted Kennedy and, actually, his brothers. Both methods are good.

    There may, however, be an unintended consequence of these two rhetorical styles. Clinton is a great novel or an engaging TV series with the cliffhanger in the last episode of the season. Sanders is a series of eye-catching facebook posts or compelling tweets. Even in the debate context, Sanders hits the points again and again with each arm-waving opportunity to speak, while Clinton weaves a narrative across her speaking opportunities. Sanders jabs and jabs and Clinton plays rope-a-tope and eventually lands the uppercut. Sanders is a football team driving down the field, making third down conversion after third down conversion, while Clinton is a baseball team wearing down the other pitcher and stacking up men on base for the grand slam. Sanders is the insurgent rebel force hitting target after target, Clinton is the big army strategically moving all the troops into place and then closing down the enemy’s options. If someone does not stop me now, I’ll probably think of metaphors in the areas of evolution, education, and housecleaning.

    If Shawn Otto is right about story, this difference between Sanders and Clinton may be a difference in the structure of the story, how it is delivered to the reader. If so, this may be a factor in the difference between the two candidates in who supports them, as categorized by age and maybe sex.

    Who voted how and why in the Democratic New Hampshire Primary?

    I’m looking at an exit poll by NBC and I have thoughts.

    Gender Gap

    Much has been made of the fact that Sanders got 55% of female votes, more than 44% for Clinton. That is indeed significant. But little has been said about the fact that among males, 66% voted for Sanders and 32% for Clinton. (55% of the Democratic Primary voters were female, 45% male.)

    Race/Ethnicity

    93% of the Democratic Primary voters were white, 2% black, and the numbers are so small that almost nothing can be said about this important distinction among voters. This is unfortunate because this will impact several upcoming races. But grouping all nine of the non-white New Hampshire voters together (I exaggerate humorously) we see that among the 7% of non-white voters, they broke nearly evenly, with Clinton getting 50% and Sanders getting 49%. Some will find that unexpected. Still, it is hard to say what this means for, say South Carolina.

    The Youth Vote and New Voters

    Much has been said of the age distribution of voters. Sanders took a lot of young votes. Sanders took a majority in age categories from 18-64.

    This is good news and bad news for Sanders and for the Democrats. First the good news: Insurgent elections have been won with emerging, excited young votes piling up behind and candidate. This suggests that Sanders can surge across the country, and then, in the general election, do well. It also suggests that if Clinton ends up as the nominee, she will have some newly engaged youth vote behind her, if they stick with the process.

    Now the bad news: Young voters seem to have a lower chance of actually showing up at the polls even if they are engaged in the process. This is a long election season. There are constant GOP efforts to interfere with college voters, playing on the residence issue (many young voters move to or from home during the year, and the GOP tries to get them to not vote at all costs.) So, this youth vote may not be as big of an effect in November as it is now. Also, if Clinton ends up as the nominee, will the Sanders-energized youth vote simply stay home, or worse, vote for a Republican?

    More importantly, when asked about levels of satisfaction vs. dissatisfaction if a particular candidate won the nomination, the level of dissatisfaction among Sanders supporters is much much higher than among Clinton supporters. If Clinton wins the nomination, she may not carry with her much of the Sanders surge.

    83% of the New Hampshire Primary voters had voted in earlier Democratic primaries. 57% of these voters voted for Sanders, 41% for clinton.

    17% of this year’s New Hampshire Primary voters had not perviously voted in a Democratic primary. That may be a big number, but it would sure be nice if it was bigger, indicating a bigger groundswell for either candidate. Among those new voters, 78% voted for Sanders, 21% for Clinton, confirming the idea that Sanders is bringing in voters, at least to his side.

    Income

    Sanders beat Clinton in all family income levels except the top range, but the differences near the top may correlate with, and be caused by, the age distribution of voters. But at the lower end, Sanders did way better than Clinton. He took 71% of the under 30K range, 60% in the 30-40K range, and 64% in the 50-100K range. It was more even in the 100-200K range, but Sanders still won there, with Clinton beating sanders only in the 200+K range.

    Political Proclivities

    Sanders voters were generally more liberal, but as we go from very liberal through moderate, the overall balance between the two candidate changes very little. People are not picking Sanders or Clinton on the basis of their own self identification of liberal vs. moderate to a very large extent, though Sanders did do better in the “very liberal” category. There is a difference, it is just not that large.

    Issues

    Astonishingly, shockingly, embarrassingly, and annoyingly, almost unconscionably, NBC did not think to ask about climate change. Just as important, when asked what issues were important to them, voters didn’t seem to mention climate change either. This is bad.

    Sanders did a little better than Clinton among those who consider Health Care and Terrorism important, but not more-better than overall in the primary, so there is not a difference here. He did about the same on economy and jobs voters as he did in the overall polling, so again, not a meaningful effect. However, it was Sanders at 70% to Clinton at 29% among voters who identified income inequality as their most important issue. I suspect young, somewhat more male, new, income-inequality (read, perhaps, #occupy) voters brought in by the Sanders campaign that gave him his win in New Hampshire.

    When asked “who shares your values” 11% thought only Clinton, 33% thought only Sanders, and 51% thought both of them. This conforms to what I’ve seen as a Sanders-supporter vs. Clinton-supporter difference the vilification/deification ratio. Importantly, though, a slim majority of voters feel that either candidate shares their values.

    Both candidates are seen as good for handling health care, in the majority. The ability to handle the economy is a bit more ambiguous, with a starker split between “My candidate only” and “Either.” With respect to handling income inequality, Sanders was seen as the strong candidate by a plurality of voters.

    When asked if the next president should continue Obama’s policies, 82% said yes, or be more liberal. Among those who chose more liberal, more were Sanders supporters.

    For “cares about people like me” and “is honest and trustworthy” Sanders rolled over clinton by a landslide. For “has the right experience” Clinton trounced Sanders.

    Everybody wants to tax the rich, more so among Sanders supporters.

    Electability

    Among those who think general election electability is the most important quality to use in choosing a candidate, 70% broke for Clinton, 19% for Sanders. In a way, one could argue that Clinton is the more electable candidate, but only if she doesn’t win the nomination. That may be the most important message given us by New Hampshire. Thanks, New Hampshire!

    Who won the New Hampshire primary?

    At about 9 PM eastern, with 90% of the votes counted in the Democratic primary, Sanders is showing a strong win. He is currently at about 60%, while Clinton is at 38%. That gap is significantly larger than what I had intuitively established at the cutoff for a Sanders “lower than expectation loss.” So, congratulations Bernie Sanders! If those numbers hold, that is a decisive win.

    (A lot of Sanders supporters were crowing about a 20% lead in the polls, which seemed kind of extreme at the time. They may end up being proven right!)

    In the Republican primary, with about 90% reporting, Donald Trump has been declared the winner, with 35% of the vote.

    Kasich is being declared second, with 16%

    Then we have Cruz (11.6%), Bush (11.1%), Rubio (10.5%), and Christie (7.5%) followed by Fiorina and Carson (insignificant).

    Note that the gaps between the third and lower candidates is so small that the sum of “write in” and lower level candidates that could not possibly have won is enough to have allowed for a strategic repositioning of second or third place.

    On the eve of the New Hampshire primary

    I wrote about what I thought might happen in the New Hampshire primary a few days ago, but enough new stuff has happened to make it worth revisiting.

    Who will win the New Hampshire GOP Primary?

    And, perhaps more important, who will come in second, third, and fourth?

    We know that Donald Trump will win the New Hampshire primary. Polls show him up far above the other candidates, he has been on a modest upward trend since the beginning of the year, and the most recent polls show an abrupt upward swing. He now stands at about 17% above the second place candidates.

    New Hampshire seems to like Rubio and Cruz to about equal amounts, but has been showing a preference for the up and coming Rubio over the last week or so. But, Rubio’s performance in the GOP debate is widely seen as abysmal, even embarrassing. The most recent polls seem to show a drop in Rubio’s share since the debate. It looks like nothing more than a squiggle of the magnitude one expects in such polls, especially with so many candidates, but given the debate, it is quite possible that his support is rapidly declining.

    So, even though Rubio’s average poll rating over the last several days suggests he is a weak second place contender, I’m going to predict that he does not come in second place. I suspect Kasich and Cruz are tied for that honor, but Cruz has consistently polled ahead of Kasich, and seems to be preferred over other candidates, even Trump, in head to head polls among many New Hampshire voters. In other words, when supporters of Rubio, Kasich, Bush, Christie, and everybody else have their candidates taken away in a hypothetical, they break for Cruz, not Trump.

    For this reason, I’m going to predict that Cruz will come in second. The amount of damage suffered by Rubio will determine if he comes in third, or possibly fourth behind Kasich. That’s my story and I’m sticking to it, at least until tomorrow night when we find out what actually happened!

    Who will win the New Hampshire Democratic Primary?

    All the numbers suggest that Sanders will win in New Hampshire, so that is pretty much settled. The question is, by how much. Sanders’ lead over clinton has been steadily increasing in the Granite State since mid January, and it was starting to look like he could be way ahead of Clinton. But, as is the case with the GOP race, the last few days has shown a narrowing between the two candidates. The last few polls have them between 17 and 13 points or so apart, with the gap closing.

    While everybody thinks their own candidate nailed the New Hampshire debate, the fact is that Clinton may have faired better, or Sanders worse. Sanders produced at least to really bad answers on foreign policy, and Clinton parried questions that has been raised about her fairly effectively. New Hampshire voters tend to keep themselves open until fairly late in the game, it is said, and these factors may influence the outcome.

    If the gap closes to 10% or less, that is bad news for the Sanders campaign and good news for the Clinton campaign. If the gap ends up being around 13% plus or minus a few, then the message being sent by New Hampshire would be similar to that sent by Iowa: “You Democrats have two roughly equal candidates, carry on!” If the gap re-widens to beyond 15%, the there is evidence of a Sanders surge. If one take Iowa’s message as also meaning “Sanders, previously low in polling, rose quite a bit before the caucus” and New Hampshire says something similar, then that would be a very strong message in favor of Sanders.

    (We do not expect equal numbers in New Hampshire because of the modest favorite son effect.)

    Stay Tuned.

    Who won last night’s Democratic Primary debate in New Hampshire?

    I watched the debate pretty closely, and in my opinion, both candidates did pretty well and it was mostly an even contest. (Note: I am not committed to one or the other candidate, I happen to like them both.)

    Sanders did very well in getting his message across, but he demonstrated weakness in foreign policy.

    Clinton did a good job at addressing the alleged Wall Street ties and addressing the email issue.

    But there is another way to answer the question. How much did each candidate strengthen their own support, and how much did each candidate do to convince undecided individuals to prefer them, especially those individuals in New Hampshire?

    One way to asses that is to see what happens next Tuesday. As previously discussed, Sanders is expected to win the New Hampshire Primary by about 20%. If, in the end, he falls short of this, then perhaps Clinton did a better job of convincing undecideds to pick her. If Clinton does worse than 20% down, then perhaps Sanders did a better job of convincing undecideds to pick her.

    Meanwhile, we have the online polls. Across a range of polls, Clinton gets number in the 10% – 20% range, and Sanders gets numbers in the 80-something% range. It has been suggested that Sanders supporters are better at gaming the on line polls than Clinton supporters. With numbers like this (8:2) that is almost certainly what is going on. Or, at least, it is a reasonable hypothesis. It is also possible that Republicans are clicking on Sanders because of the widespread belief among anti-Democrats that Sanders is the candidate the GOP prefers to run agains, even though the evidence for that is rather weak. In any event, an 8:2 (or, really, closer to 8.5-1.5) ratio does not accurately reflect the Democratic voter’s position. It is poll gaming of one kind or another. Does poll gaming indicate fishiness among Sanders supporters, with BerniBrah’s acting in their established somewhat obnoxious pattern? Or does it indicate a good GOP strategy? Or does it indicate that the Sanders campaign is doing something right? I suspect this is a question that will be addressable at a later time, not now.

    And, to be clear, the political experts are generally in agreement that the debate was fairly even and Clinton addressed some concerns very well.

    So putting this together, a few things things seem to emerge. First, realistically, there are two excellent campaigners running in this primary, each very able to handle themselves. Sanders has not done his homework on the foreign policy issues, as he really should have done by now. (One of his answers was almost GOP-esque, when he was asked about one country but spent a couple of minutes not addressing that country at all, and instead talked about a different country.) Having said that, I suspect that Sanders and Clinton supporters are different. Sanders is an insurgent candidate, and his campaign is following, in part, an unconventional path to the nomination. Last time that happened, the unconventional path worked. Sanders supporters hope this will happen again. But usually it doesn’t.

    Someone who has been following the race very closely (full disclosure, a Sanders volunteer) recently told me she felt it was “easier to switch from being a Clinton supporter to a Sanders supporter than the other way around.” In a way this may be the definition of a (successful) insurgent campaign. The reason, she said, is because one of the main reasons to pick Clinton over Sanders is electability, and as Sanders demonstrates that this is not a issue, things change. We start out with Sanders the Socialist vs. Hillary the Hated. The Hillary the Hated persona is not going to change because the GOP has ingrained that as part of American political culture. But the Sanders the Socialist trope cold tear off the mask and become Sanders the Insurgent.

    We’ll see.

    Who will win the New Hampshire Primary and what will that mean?

    SEE THIS UPDATE

    ADDED: Following the GOP primary, there has been another development. In most recent polls, Trump is clearly ahead in New Hampshire, with Marco Rubio a moderately strong second or third. In various polls he is second in most polls (by a few points) and tied in one. Kasich is generally right behind Rubio, with Cruz in third place in a few polls.

    Rubio crashed and burned in last night’s debate, according to most observers. And he really did. So, this may be reflected in New Hamsphire with Rubio moving down quite a bit. He crashed in part because Christie skillfully skewered him. I suspect this could bring Cristie’s numbers up a bit. We ight be looking at an order something like this: Trump, Kasich, Cruz, Christie, then Rubio and Bush coming in fourth and fifth. Carson will not do well, and this may be his last primary.

    Who will win the GOP primary?

    First, let us dispense with the Republicans. (If only it were so easy!)

    Trump is so far ahead in the polling that it is impossible to imagine him not winning. He is so far ahead, that if he doesn’t win, the we can expect most of his financial backers to back away and his candidacy to be severely damaged.

    Of course, since he is probably his own main financial backer, that will mean that a damaged candidacy will continue to lead the Republican pack for a while. But, really, that is not likely to happen. He is going to win the primary.

    The more important question is who will come in second and third. There are actually three candidates that have a good chance of coming in second: Rubio, Cruz, Kasic
    h and Bush. (In that order according to FiveThirtyEight’s Polls-Plus forecast). This turns out to be a fairly complicated matter, then, when tying to interpret the meaning of New Hampshire going forward. So, I made a chart:

    Screen Shot 2016-02-04 at 10.14.23 AM

    Who will win the Democratic primary?

    This is more interesting at this point. We can see from polling data that Sanders is likely to with the NH primary. But the amount he wins by is going to determine a partial answer to that question of viability for him. Meanwhile, if Clinton does better than expectations, she will win kudos for organization and appeal. If Sanders and Clinton come in about as expected, meaning they both show well but Sanders wins, then New Hampshire will be sending roughly the same message as did Iowa: Dear Democrats, you have two viable candidates. Continue with the primary process.

    But what is the number and how far off do the final results have to be before we can say someone did better or worse than expectations?

    Looking at just the last ten non-partisan polls (ignoring likely voters vs. not likely, because that is part of the ground game) with all these polls overlapping January 20th or later, the Sanders-Clinton breakdown is 56.3-35.6. There is some O’Malley and undecided in there, so the ratio is more important than the number. So, the expectation for Sanders would be about 60%.

    This conforms to the most recent polls, so any recent change (to date) is probably captured here. The total range is close to about 10 points.

    So, I would argue, using gut instincts and nothing fancy, that Sanders will meet expectations with a percentage anywhere from 50% up. In other words, any level of win by Sanders meets expectations. If he gets more than 65% that may be meaningful, but since he is a) expected to do well and b) the state (within the party) matches him fairly well, I’m not sure how many points he gets.

    Conversely, since we are so often asking the question in terms of insurgent Sanders’ viability, if he loses by only a few points, a signal of concern will be sent to his campaign.

    Looking at it from Clinton’s point of view, every percentage point below 40% that she achieves will be a mark against her, showing weakness against the insurgent.

    One thing is almost certain. New Hampshire will not be splitting hairs. This will not be close. Most likely the New Hampshire results will conform to the current polling, and the result will be that the hypothesis that Sanders can’t be a viable candidate will not be falsified. I’m wording that in a fairly negative way, i.e., a good win in New Hampshire does not push Sanders viability estimate much at all. That sort of outcome is more likely to happen in relation to South Carolina and Nevada.

    Not looking at specific numbers yet, if Sanders does not lose by too much in South Carolina, the hypotheses that he will do poorly among African Americans is not supported. If he wins in South Carolina, that hypothesis is in serious trouble.

    In Nevada, if I’m reading things correctly, the outcome is likely to be stark, one or the other candidates winning handily, it can be either one or the other, and it will be a signal as to which candidate labor and unions is breaking for. To me, Nevada may be the most important of the first four races. (Aside from the unlikely scenario of the insurgent losing badly in Iowa or New Hampshire, in terms of meaning.)

    The reason I say that Nevada will likely break either one way or the other is that I expect the unions to make a relatively unified decision I just don’t know what that decision will be.

    The Iowa Caucus Coin Toss: What happened and what it means

    Was the Iowa Caucus outcome determined by a coin flip?

    We have seen several reports that Hillary Clinton won the Iowa Caucus by a coin toss, or by six coin tosses. Or some other number. We’ve also seen reports that six delegates were awarded to Clinton on the basis of coin tosses, implying that of the 44 delegates determined on Monday in Iowa a large percentage were chosen by the toss of an unfair coin, that somehow the Clinton campaign controlled the coin tosses causing them to all come out in her favor. And so on.

    After a barrage of these reports, we are now seeing a small number of reports trying to describe what actually happened, which was very different. Some of these reports are somewhat accurate, but most leave the reader not fully understanding what really went down. Here, I want to ‘splain this one more time in a way that I hope makes sense. Warning: This is not simple. Which, really, is the point I want to make.

    Then, I want to make a couple of meta comments about what this all means.

    Most of the difficulty in understanding what happened in Iowa arises from the fact that Iowa uses a caucus system, not a primary. So does Minnesota and over a dozen other states and territories. This is important because quite a few convention delegates are determined by this system, and those involved in the political process need to understand how a caucus works in order to effectively engage.

    I’m going to generalize here, mainly from my Minnesota experience; your caucus may vary. But there are some general principles that seem to apply widely.

    How does a caucus work?

    The exact rules of how a caucus works vary from state to state, but also, from year to year. The rules are determined by the party officials through an arcane process that anyone is welcome to join in but few do. The rules are handed down and enforced by those leading local meetings. The people running local meetings are always experienced dedicated party officers and volunteers. Except when they are not because they ran out of party officers or experienced volunteers, then the meetings are run by confused and frightened citizens who do their best. This is the first thing that makes a caucus system different from voting. Voting is easy. Caucusing is harder, and how well it goes at a given site can vary.

    The next thing you need to know is that the caucus system often addresses many issues, not just a presidential nominee. There may be local candidates, state wide candidates, and congressional candidates chosen by the caucus process.

    Normally a caucus system, therefore, happens at near or at the lowest geographical level for a state. This then leads to a second caucus later at a higher geographical level. Then, at the state level. For instance, Minnesota will caucus on Super Tuesday (March 1st this year). But we will have another caucus in April at the State Senate district level. Eventually there will a meeting at the Congressional District level. Then a statewide convention. Depending on the state or year, the national political party convention delegates may be chosen somewhere along the line. In Iowa (and in Minnesota, and may be everywhere) number of national delegates representing each presidential candidate, are chosen at the first caucus, at the lowest level. Which, of course, makes no sense until you understand the entire system. (If it makes sense to you then, please let your local Democratic party officials know because they need you.)

    There may be delegates at each level. Indeed, everybody who shows up and is a legal voter in the precinct or district might be considered a delegate. So there can be many many thousands of delegates involved in the caucus system, depending on how it is defined. But, at the lowest level (a precinct, in Iowa) these people use a system to pick a subset of themselves to be the delegates that advance to the next level. Typically, these delegates are committed to a candidate. In the case of Iowa, they all had the potential to become Clinton, Sanders, or O’Malley delegates. And there were thousands of them.

    These delegates then advance to the next level at which a subset of them is selected to go on to yet another level, etc. Eventually, in Iowa, 44 delegates are chosen. Except the actual delegates do not winnow down to 44. Rather, the distribution of the thousands of delegates by preferred candidate is used to determine the distribution across the candidates among those 44, and who those individuals actually will be — who gets to go to the national convention and party, er, represent — is a whole other system not addressed here.

    The initial selection of the lowest level of thousands of delegates is chosen at each local site using one or more methods. The methods, as I said, follow the rules handed down by the party. I don’t know the exact rules used this year in Iowa, but there are two methods that are generally used. For small groups, it is not uncommon (if the rules allow) for the group to sit down and talk in a room then vote for how many delegates of each type they will put forward. In some cases, such as when a party has an incumbent president, they don’t even do that, but rather, use a simple ballot system to chose one of two “candidates,” the sitting president or “other” (or write-in). The point is, the process can look like a mini election that results in some paperwork and that’s it.

    But the more traditional and more fun way is to use a Walking Caucus. Here is a typical framework for Walking Caucus (but, again, the rules vary).

    Everybody who is properly signed in gets in one part of a big room. The number of people involved is known because they checked in, so there is a number, we will call N, of individuals. Using duct tape or some other means, the rest of the room is divided off and no one who is not a delegate can cross that line. Party officials are usually standing on a stage or table nearby directing things.

    Some people have signs they hold up with the name of a candidate or issue on them, like “Clinton, Climate Change, and Jobs” or whatever. They are all yelling things at each other. Over time people move into clusters where each cluster is a group of people who favor a given candidate or set of issues.

    Variant: Sometimes people are not running around and shouting, but rather, sitting around and talking, and not all caucuses address issues. But it amounts to the same thing, people will move to physical proximity to each other by candidate or issue or something.

    Either way, you get a bunch of clusters of people. We will call these clusters “sub caucuses” because that is what they are sometimes called.

    It might look like this:

    There is a time limit on this process, and eventually the party officials “freeze” the caucus. At this point, or some other later point, delegates are told they can’t return if they leave the room or cross the line. Some delegates will leave because they are tired, need to go to the bathroom, are annoyed, or have something to do. These become “missing delegates.” Sometimes they are let back in later, sometimes not.

    Meanwhile, the party officials have taken two numbers, D, which is the number of delegates that can advance from this caucus, and N, the number of people supposedly in the room, and applied some basic integer math. They need to use integer math if they can’t advance proportions of delegates (i.e., they must use whole numbers) and because they are not allowed to saw the actual delegates into bits even if they sometimes want to. This integer math results in a Viability Number. If you are allowed to put ten delegates forward, and you have 100 participants, the viability number is 10. Any group of people fewer than 10 does NOT get to advance a delegate.

    Now, back to the frozen caucus. The party officials demand a count of each cluster of people. Each sub caucus is then determined to be “viable” (the number in the group is at or above the viability number) or “not viable.” At this point, the “not viable” sub caucuses are dispersed, not with dogs or firehoses or anything, just told that they are not viable and should break up and find somewhere else to go.

    This is when the shouting starts again, as the non-viable people are invited to join viable caucuses.

    Eventually the walking caucus is frozen again, and counted again.

    A lot of things can happen at this point in time. Ideally, no one has left the room, and everybody has divided themselves into groups that are exact integer multiples of the Viability number. In this case, each sub caucus is simply counted (how many people in it) and then that number is divided by the Viability Number. The result is the number of delegates that sub caucus can advance. Those delegates are typically committed to support the candidate the sub caucus they were in represents, if the caucus is choosing state level or congressional candidates.

    For the national convention, this simply translates into a number that is passed on via a form or electronic device, and the people standing in the room will have little to do with what happens next. The party will figure out who gets to go to the convention, and the number sent representing each candidate (if proportional representation is used) will be decided later. But the actual delegates that are actually advanced from each sub caucus will, in theory, go on to the next level (state Senate district, or US Congressional district, or whatever). So, typically, there will be a tiny little election within each sub caucus to elect their moving-on delegates. In my experience, this is often the most important moment in the caucus, because you have to send someone on you can trust, but you don’t know these people and suddenly you are faced with choosing them.

    In Minnesota, we require gender proportional representation (male and female only at the present time) so if your sub caucus has two delegates one has to be a boy and one has to be a girl. The party may reserve the right to remove and add delegates later if they need to to make sure the gender proportionality is 50-50.

    Now, imagine the following scenario. The exact number of people who ended up on the floor exactly matches the number of people who are properly signed in. Nobody leaves for any reason. The number of people who showed up happens to be an integer multiple of the number of delegates your caucus gets to put forward. There is no confusion. As the people make their sub caucus, they all, each and every one, understand the above described system or its applicable variant, and have thus formed perfect sub caucuses, each divisible by the viability number. So, when the sub caucuses are polled as to how many delegates they represent and for which candidate, absolutely nothing goes wrong.

    LOL

    Now, imagine this scenario. It is late. The party officials have burned off half the scheduled caucus time dealing with esoteric party decisions. Half the delegates are retired older people with weak bladders. Some are parents with a time limit on their baby sitter. Nobody really knows how to do math these days. The psychic unity of humankind has failed to make sure the number of people who showed up is an exact multiple of the viability number. And so on.

    So, you end up with a set of sub caucuses that does not perfectly produce the exact number of delegates required.

    This will be, typically, off by one. It really can’t be off by two, because if the number of people in the room changes that much during the process, the actual viability number is simply changed. This should happen before the walk, and when the viability number changes, there is a lot more movement between sub caucuses. In any event, a little adjustment there, a bit more shouting and cajoling and walking around, and counting and recounting, and with luck the number of delegates that is required from that meeting can be assigned.

    Or, one will be orphaned. Because of all of these sources of error, it is possible via many possible sequences of events to end up not being able to fairly assign one of the delegates to a candidate.

    There are various ways this can be dealt with, but a common and accepted method is to flip a coin. If there are two candidates, each has a 50-50 chance of getting a delegate. This is interesting because it gives candidates that have a low representation a small chance of getting one delegate more than they deserved, which is considered both harmless and polite. If the split is very close, it could determine whether or not a single meeting location sends one more or one less than the other on to the next level.

    What has not happened is that the outcome of that caucus, at that location, was determined by a coin flip. In Iowa, the average precinct has about 7 or 8 delegates, I believe. The number of delegates that are passed on because of a coin flip should usually be zero, but now and then, one. One out of seven or eight. Not all seven or eight. One.

    In Iowa, over 11,000 delegates were chosen with the caucus method. About a dozen (according to reports, though I suspect a few more) of those 11,065 delegates were the result of a coin toss.

    Iowa will send, using this process, 44 delegates to the national convention. They determined the number that would represent each candidate by using integer arithmetic to divide up the 11,065 precinct level delegates into 44 national delegates. So if there was a coin toss for a dozen precinct level delegates, then one tenth of one percent of that decision was influenced by random chance. The rest of the allocation was determined by the totally sane non-random process described above.

    There is more, of course. The actual delegates and the actual numbers depend not only who shows up on caucus night, but who shows up later. Given this number of delegates, and the fact that they are regular citizens, means that many individuals will abandon the process along the way. As noted, there may be issues of allocation by gender, or other factors.

    Because of the possibility of little things going wrong along the way, I think it is typical for party officials to have a lot of leeway in who ends up being a delegate. During off years, the number of people who show up at the first meeting during which people are recruited to be delegates is often so small that anybody who calls up the precinct captain (or some other official) later on can probably become a delegate. During presidential or, even, midterm years, there may be a lot more public involvement, but it might be highly variable across the party’s geographical space, so the number of people involved in selecting a given delegate may vary. This may also be a difference between states (such as Iowa vs. Minnesota). The point is, if you want to find randomness, capriciousness, or arbitrariness in the system, there is plenty.

    But not the coin toss. The coin toss is an effective and fair way to allocate the occasional orphan delegate. It will favor low-number candidates slightly, and mean nothing in a close race.

    What can we learn from coinflipgate?

    Coinflipgate got legs because the people who initiated the meme, or later spread it, were ignorant, willfully or otherwise, of how the caucus system works.

    Coinflipgate was a political ploy exploited inappropriately by anti-Clinton or pro-Sanders activists for the purpose of affecting people’s attitudes about the Clinton campaign.

    Coinflipgate, because of the thinness of its veneer and its inherent absurdity, was not a good political strategy.

    An important aspect of the caucus system is that it is complex, confusing, and difficult. Contrast the following two scenarios.

    Scenario A: Dozens, maybe close to 100, people show up at a caucus site because they feel strongly about a candidate, but have never been to a caucus before and have no clue as to what to do. Party officials are barely able to manage the ensuing fray. The caucus happens, but inefficiently. Delegates are advanced, but several people leave the room realizing they were in the wrong sub caucus, or an orphan delegate emerges and is randomly assigned.

    Scenario B: The candidates being considered at a caucus recruit experienced caucus experts to attend a caucus and help guide their supporters to form efficient sub caucuses, and to effectively persuade the undecided to join them, or occasionally, to turn a delegate to their side. These activists may not even be voters in that precinct or district, and in fact may even be from out of state (because you don’t want to use individuals who should actually be caucusing). Each candidate also has several supporters among the delegates, and those supporters have met once or twice with an expert who has trained them in how to caucus.

    One could easily imagine one candidate following scenario A and a different candidate following scenario B at the same caucus. If those two candidates are roughly even in their support, the candidate that runs scenario B at most of the caucus sites will come away with more delegates. This is very different from voting. In short, the “ground game” wins the day.

    This may seem rather capricious but it is not, for one of the reasons that the caucus is a good system. The candidate that can run a good ground game in a caucus is the candidate that can manage everything better, run a better campaign, have a better chance of winning in other contexts, in other caucus states, in non-caucus states, and in the general election. This is the candidate that has good people working for them. All else being equal, you want to support the candidate that can do this better. Ability to manage a caucus is not the only criterion on which we chose our candidates or leaders, but it is one criterion that is meaningful and a valid test of skill, level of organization, commitment of supporters, and so on.

    That is certainly not the only goal of a caucus. The main goal of a caucus is to get people together to make an important decision in a way that goes beyond merely showing up and checking off a candidate’s name in a box.

    My description of how a caucus works is based mainly on my experience in Minnesota and some reading and conversation about how Iowa works. If you are an experienced Iowa caucuser, feel free to add or correct details in the comments below. But the basic idea is there, and similar across cases.

    People who are repeating the absurd idea that national delegates were chosen with a coin flip, and people who are calling for a “recount” of the caucus, are either not understanding how the system works, or are exploiting the fact that most people don’t know how this system works, to toss some mud and cast some doubt. That is not helpful, no matter which candidate one supports, because it is a less than honest and, in the end, very ineffective, likely to backfire tactic.

    And now, a word from the Minnesota DFL