Ranked Choice Voting – an adventure

Ranked Choice Voting – an adventure

Ranked Choice Voting (RCV) and Ice Cream

With the pending Democrat primary race for Mayor in NYC using Ranked Choice Voting (RCV), we are thinking through the process of how to properly poll Rank Choice Voting and how to write the back-end code to do the analysis.

What I thought would be a weekend in project has turning into a completely different beast.  If you ever want to move from theory to execution of something – write code for it.  Writing code forces you to explore the details and try to attempt to anticipate errors etc.

In these blogs posts, I will not attempt to give a primer on Ranked Choice Voting.  Others have done that well:

Bias Alert –  you should know that I am not sold on RCV as a method of voting in the United States because it adds layers of complexity to a system – counting votes –  that we are currently struggling with in the United States.   As we will soon discover, each detail / decision is a thread for someone to pull on that could further cast doubt on our voting systems.

What I will attempt to do is walk through our fake data set and explain our logic on polling / coding and address various decision making.  I will highlight issues that I see as potential problems in polling / casting votes.

In our exercise, we were going to ask people to “rank choice vote” flavors of ice cream.  What could possibly go wrong???

ISSUE #1 – Presentation of Ballot

As a rule when polling, you want the poll to resemble the actual voting process as much as possible.

Even before collecting data, we were presented with a couple of issues / deicision points:

  • Presentation of Ballot – method
  • Allowing errors or not

As one of the people who took the poll pointed out, there are multiple ways of actually presenting the ballot – and it appears New York City is using two different methods.

There is an array and a multi-screen approach.  NYC’s sample ballot shows an array and online NYC demonstrates RCV on something called an ‘AutoMark Ballot Marking Device’ uses the multi-screen approach (https://www.vote.nyc/page/ranked-choice-voting).

NYC Ballot - array

NYC Sample Ballot

MYC Automark Ballot

 NYC isn’t clear on what method is used when, and finding out the details was outside the scope of my weekend project. 

While our online software has the ability to do either type of question, I decided for this exercise to use the multi-screen approach.  Why, to allow for error….

ISSUE #2 – Error Handling

As another reader pointed out, it would have been helpful, if we would have removed their previous choices from screens.  Example, if they picked Vanilla, it should be removed from future choices.  It would NOT have been difficult to do; however…..

It doesn’t appear that is what is being done in NYC on the printed ballot or the multi-screen approach.   It appears that errors are allowed (butterfly ballot anyone).  I would need to speak to an electronic voting machine expert to explore IF machines allow a voter to error or not, but with paper ballots we can’t code out human error. 

Therefore, when programming the survey, we “errored” on allowing the voter to “error” – even though the “rules” clearly state if you vote twice for something your vote will be “spoiled” (We will have much more on that later). 

ISSUE #3 – Instructions

As a “voter” / “survey respondent” pointed out – we had a problem with definitions / unclear instructions.  The instructions were to “Rank Choice Vote” for ice cream flavors.  We did this purposefully to mimic the ballot instructions. 

Some people were confused asking should I vote for “my favorite” or “my least favorite”, requesting more descriptive instructions.   I assume this confusion would exist on any ballot. 

In addition, it appears many “voters”  “survey respondents” didn’t realize there was a space on each choice for a “write in.” 

Conclusion

Even before data collection or simulated voting – we made two decisions (ballot presentation and error handling) that could potentially have a material effect(s) on the results, and we haven’t even started coding results yet.

The challenge with this when you study system failures of any kind, it is not normally one huge error that causes failure, it is an accumulation and compounding of smaller errors. 

But for now with those decisions made, we collect data….

Science Friday:  Inoculation Theory or How to Protect Yourself From Political Attack

Science Friday: Inoculation Theory or How to Protect Yourself From Political Attack

Inoculation Theory

In the early 1960, William McGuire began to build the theory of inoculation in and around communication and persuasion.

The theory has since been studied extensively with nuances offered (a large debt to Michael Pfau).

The communication theory uses a metaphor from biology that is especially relevant with COVID as the topic of the day. 

A person or entity can expose individuals to a weakened argument (line of attack) and by doing so can “inoculate” the individuals exposed to future, potentially more robust attacks.

The theory is not without detractors, and some researchers have dismissed the theory all together.

However, research continues and the field, like all social science, continues to develop.

In the political context, we often come across the theory when dealing with negative information we have found out about our own client and are wrestling with how to deal with a potential line(s) of attack.

A Brief Note About Negative Campaigning

It works.

A Brief Note About Opposition Research

It will be found.

Inoculation in a Political Context

We have established that negative campaigning works and that a good opposition research investigation will uncover your deep secrets.  If they aren’t uncovered by a researcher, your secrets will be likely hand-delivered by a jilted ex or an upset past acquaintance that does not share your politics.  (Trust me on all of this).

We have learned from experience, you must “hang a lantern” on your issues and by doing so inoculate yourself.

Inoculation in Politics

The theory works like this, I hang a lantern on my problem and I attack my own campaign.  In this case, I am open about my problem, but most importantly I tell you!

Critical to this is the individual must perceive a threat.

How do we do this?

“My opponent is going to attack me (or our campaign, our movement) by saying…..”

I then work to pre-empt their argument or refute it.  I simply give the audience the ammunition to refute and / or build additional refutations.

By doing so I am weakening the “shock” and the effectiveness, but more importantly I am inviting you to generate counter arguments or I am providing you the counter arguments.

This is extremely effective when the attack is likely to come from the other party in the hyper-polarized times.  Why?  The threat appears greater and often the audience is then more motivated to generate counter arguments.

Research On Inoculation

I am going to point you to two studies.

The first is one of my go to research tactics – look for a meta study on your topic.  Meta-studies are fantastic – they are a review and summation of available research on a topic.  If you can find a good, recent one, you’ll save a lot of time AND have a fantastic reference sheet for further study.

In this case, we have a meta-analysis done by Banas & Rains in 2010.  It offers a much better in-depth coverage of the nuance in the field than I can offer in this post.

It concludes while there is counter-findings in the field, a review of the available research finds “inoculation treatments are more effective than no-treatment controls or supportive treatments in fostering resistance to attitude change. “

The second study is an older study (1990), but I include it because it is specific towards campaigns.

Michael Pfau, et al look at inoculations via direct mail in the 1988 presidential campaign. Dukakis v GH Bush. In my kind of experiment (and to be fair), the researchers attacked both candidates. The Bush messages attacked Dukakis for being weak on crime, and the Dukakis messages attacked Bush for support of agriculture policies and policies that hurt rural America. (A criticism is these lines of attack appear almost cute or quaint in the current times, but that is an issue for another day.  Another criticism is the study is a relative low sample study and likely due for a replication study using a larger sample.)

In short, they find inoculation to outperform post-hoc refutation – and the experiment was conducted via direct mail. This finding was robust among strong party identifiers.

Conclusion

If your candidate has a problem, assume it will be found out and assume some nasty political consultant is going to create a nasty, effective ad. You now have two choices – stick your head in the sand or be proactive and remove the wind from your opponents sails – inoculate your supporters so that they can be enlisted in refuting the attacks. Inoculation – a better plan, backed by research.
How Do Non-partisan Elections Remove Partisanship?  hint: They do NOT!

How Do Non-partisan Elections Remove Partisanship? hint: They do NOT!

We have previously explored the hyper-partisanship and polarization that exists in America.

A past client of mine disagreed with my bleak assessment and said reform is “easy” – just make all races non-partisan and THEN the campaigns will be about character and not politics. 

I am known for my candor, and how that has gotten me into trouble in the past.  I have been making an effort – a true effort – in selecting my words more carefully.  Instead of saying “You could not be more wrong!” I found myself saying “Well, let’s see if we can find any research that agrees with your position….” 

 

 We are fully aware that party identification is the leading factor in voting – said another way – “Republicans tend to vote for Republicans and Democrats tend to vote for Democrats”.

In voting behavior, most don’t need to know details other than party to vote the “right way”.  If we both identify as a member of the same party, we are very likely to share values and I don’t need to know much more than the party of a candidate in a general election to “vote correctly.”

So, the conventional wisdom – if we REMOVE the party especially from the ballot by making all elections non-partisan, it will force candidates and voters to go deeper.  The short cut is removed…..so simple, right?

Not so fast my friend!  Chris W. Bonneau, University of Pittsburg, and Damon M. Cann of Utah State explored the non-partisan elections of judicial candidates.

I believe this is a brilliant way to approach this subject.  The state bar associations take many extra steps in a futile attempt to remove “politics” from a political process.  In addition, judicial elections are … lower intensity races (said another way – kinda boring) with lower spending and lower voter engagement.

PERFECT for exploring the strength of party ID on nonpartisan races.

In short, what they found is there is no shortage of cues or shortcuts available to interject partisanship into a campaign.  In fact “voters are able to identify the partisan identification of candidates from ideological and issue based cues even when candidates’ explicit partisanship is omitted from the ballot.”

In fact, the results show it is kinda easy.

In a sense, they conclude “nonpartisan elections ineffective at removing the partisan element from elections.”

We observe the exact same thing in municipal races we have worked in and or polled.  Whether it is the local party interjecting to activate party ID or outside groups endorsing to activate party ID – there are NO shortages of signals and for the most part – the numbers don’t lie.

CONCLUSION

Sorry to be the popper of bubbles – but the proposed reform of nonpartisan elections being a solution is not backed by research.  In fact it is explicitly dis-proven. 

Sadly, in America, for the most part there is no such thing as a nonpartisan election – especially if one party has an incentive to interject partisan cues.

 

Science Friday: Evangelical Support for Trump and Church Attendance

Science Friday: Evangelical Support for Trump and Church Attendance

To the average politico, it is no surprise that 80% of self-identified white evangelical voters supported Donald Trump in 2016 – a trend that continued in 2020 where exit polls showed 76-81% of the group supported Trump. Simple explanations could explain this trend but an article I read in grad school sparked a different potential answer to such high levels of support.

Church is the most widespread form of voluntary community affiliation in the United States. An academic article titled, “Churches as Political Communities” by lead author Kenneth Wald (1988) investigated how different church settings significantly impact the political ideology of attendees. Specifically, the authors investigated 21 protestant churches in Gainesville, Florida, ranging from “universalist” themed congregations to “traditional” congregations.

Results

The big takeaway from the study is that those who attend ideologically conservative churches are 3x more likely to identify with political conservatism. Why? The reason for conservatism spreading in church settings is the socialization and face-to-face interactions among church attendees. Put more simply, the more time you spend in a certain environment, the more likely you are to absorb and conform to the values and behaviors in that environment.

Therefore, although a study has not been conducted specifically relating to support for Trump, it is entirely possible that the protestant evangelical support for Trump is directly connected to church attendance and the ideological nature of protestant congregations.

Science Friday:  Inoculation Theory or How to Protect Yourself From Political Attack

Science Friday: Psychological targeting as an effective approach to digital mass persuasion

I once met an attorney who was at the top of her field.  I mean she is a cracker-jack attorney with a crazy intellect and extremely well respected in the legal field. 

I asked her how she became such a great attorney.  Her answer was simple, “When I was in law school, I read every footnote.”

In today’s Science Friday, we have a case where the supplemental information is as interesting, if not more interesting than the study itself. 

Today’s study: “Psychological targeting as an effective approach to digital mass persuasion”  Authored by scholars from Columbia, Stanford, Wharton, and Cambridge. 

It is an interesting study that explored effects when ads are matched to one of the big 5 personality traits, the OCEAN MODEL. 

Study Findings

In research that will stun no one, the authors find”people’s psychological
characteristics can be accurately predicted from their digital footprints, such as their Facebook Likes or Tweets.”

This is the part the drives me nuts – of course this makes sense.  If you tell me what you like, I can then predict things, and I can tailor my messaging….but HOW does one do it?

The authors go on to write “that matching the content of persuasive appeals to individuals’ psychological characteristics significantly altered their behavior as measured by clicks and purchases. Persuasive appeals that were matched to people’s extraversion or openness-to experience level resulted in up to 40% more clicks and up to 50% more purchases than their mismatching or unpersonalized counterparts.

Cool, right?  That is a pretty big lift.
But the real cool stuff is in the supplemental.

How to match Likes to Personality

The supplemental demonstrates HOW they matched advertising to personality types.  That’s the magic.

And it all started with one of those stupid personality tests on facebook.

 

 

So, there you have it…easy peasy….except for the organization that was conducting the personality tests stopped making the data available to researchers.

But could one reverse engineer what the researchers did?   I think so….

CLICK HERE TO TAKE YOUR FREE PERSONALITY TEST (Just kidding)

Conclusion

It is an amazing amount of work that goes into “no brainer” research.  I mean finding that ads tailored to personality increases sales shouldn’t be that much of a shock. However, this study does a great job in reminding us what my attorney friend told me years ago – “there is magic in the footnotes.”  In this case, the footnotes lead to the supplemental materials. PS.  Please keep on taking those personality tests – need data to train models.  Thanks.

Science Friday: Data Behind HUGE 2020 Republican Gains in Osceola County, FL

A lot of press coverage of Trump’s win in Florida surrounded the HUGE Republican gains in Miami-Dade County. Don’t get me wrong, it was critical and impressive, but the Republican performance in Osceola County is an underreported spectacle of Republican success.

Below are some graphics representing the success of Osceola County compared to other counties. I plan on exploring this data at a precinct level in a future blog.

County Comparison

From 2016 to 2020, Osceola County Republicans performed 6.7% better in terms of Presidential election vote share. This was the second highest increase in Republican vote share among all Florida counties. The two darkest counties represent Osceola and Miami Dade County. Miami Dade is at the southern tip of Florida.

 

Below is a graphic displaying the change in Republican votes from 2016 to 2020. The x-axis represents the percentage change of vote for the Republican presidential candidates. The y-axis represents the change in Republican turnout. The size of the circles represents a county’s vote share in comparison to the entire state.

In terms of raw numbers, the Republican presidential candidate received 23,228 more votes in 2020 than in 2016, compared to a roughly 12,000 vote gain for the Democratic candidate.