Category Archives: Politics

Rahm Emanuel: Chicago the model for pro-growth policies

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Chicago Mayor Rahm Emanuel had an op-ed in the Washington Post on Friday where he explained how his city could show America the way toward growth:

While infrastructure improvements have been neglected on a federal level for decades, Chicago is making one of the nation’s largest coordinated investments, putting 30,000 residents to work over the next three years improving our roads, rails and runways; repairing our aged water system; and increasing access to gigabit-speed broadband. We are paying for these critical improvements through a combination of reforms, efficiencies and direct user fees, as well as creating the nation’s first city-level public-private infrastructure bank. Democrats should champion these kinds of innovative financing tools at a national level.

If we want to build a future in which the middle class can succeed, we must continue the push for reform that the president began with Race to the Top, bringing responsibility and accountability to our teachers and principals.

Chicago has adopted its own Race to the Top for early childhood education, allowing public schools, Head Start, charters and parochial schools to compete for dollars by improving the quality of their pre-kindergarten programs. In addition, this year Chicago Public Schools put into effect a 30 percent increase in class time, which means that when today’s kindergartners graduate high school, they will have benefited from 2½ more years’ worth of education.

In partnership with leading private-sector companies, we reengineered our six community colleges to focus each on skills training for jobs in one of Chicago’s six key growth fields. Democrats can be the party that closes the nation’s skills gap by making our community colleges a vital link between people looking for jobs and companies looking for skilled workers.

The strength of these investments is proven in the number of people we’re putting back to work: Chicago is first in the nation in terms of increase in employed residents, and for several months we have led the nation in year-over-year employment increases. We added 42,500 residents to the workforce in the past year alone — 8,000 more than the next highest U.S. city…

If Democrats develop innovative policies that help Americans compete in a global economy, we will outperform Republicans on Election Day. It’s that simple.

I’ve made this argument before (see here): Rahm Emanuel is more of a pro-business Democrat. As he notes in this article, he is in the mold of Bill Clinton who was willing to do what it takes to add jobs and fuel growth (illustrated by his recent push for digital billboards on city property alongside busy highways). And thus far, Emanuel has been able to push through his agenda in Chicago.

However, two things might hold back his arguments on the national level:

1. How much do Democrats and other Americans want government  to work closely private firms and corporations? Emanuel is a fan of public-private partnerships but people on both sides may not like this idea much.

2. Critics will charge that Chicago is hardly a model for others to emulate. Crime? Residential segregation? Massive budget issues? Battles with local unions? Underperforming schools?

I imagine some other big-city mayors might argue their cities could provide better models for the whole country. It would be fascinating to see a number of them respond with different visions.

(One last question: how much of this argument is simply boosterism from the mayor of the city’s third largest city?)

Argument: individualistic political arguments don’t work in cities since they require contributing to the “public good”

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After looking at the Democratic vote advantage in cities for the 2012 election, here is an argument about why individualistic political arguments don’t work in cities:

If Republicans are ever going to earn real votes in cities in the future, though, they’ll have to do more than just talk about them differently. The real problem seeps much deeper. As the Republican Party has moved further to the right, it has increasingly become the party of fierce individualism, of “I built that” and you take care of yourself. Cities, on the other hand, are fundamentally about the shared commons. If you live in a city and you think government – and other people – should stay out of your life, how will you get to work in the morning? Who will police your neighborhood? Where will you find a public park when your building has no back yard?

In a good piece on the GOP’s problem with geography earlier this week, The New Republic’s Lydia DePillis interviewed Princeton Historian Kevin Kruse, who made this point succinctly: “There are certain things in which the physical nature of a city, the fact the people are piled on top of each other, requires some notion of the public good,” he said. “Conservative ideology works beautifully in the suburbs, because it makes sense spatially.”

The real urban challenge for conservatives going forward will be to pull back from an ideology that leaves little room for the concept of “public good,” and that treats all public spending as if it were equally wasteful. Cities do demand, by definition, a greater role for government than a small rural town on the prairie. But the return on investment can also be much higher (in jobs created through transportation spending, in the number of citizens touched by public expenditures, in patents per capita, in the sheer share of economic growth driven by our metropolises).

Density makes all of these things possible, and it requires its own kind of politics. There’s no reason why the Democratic Party should have an exclusive lock on this idea. Investing government money efficiently – as Republicans want to do – is also about focusing on how it’s spent in cities. While Republicans are mulling this over in the next four years, it may help to look at Howard’s map. What is going on in those dark blue dots? What does it mean to live in those places – and to live there and hear from politicians that “government should get out of the way?”

This reminds me of some of the observations of early sociologists about the transition from more rural village and farm life to urban life in the late 1800s and early 1900s. Cities aren’t just different because there are more people who are living and working closer together; this changes the social interactions (think of Simmel’s talk of the blase attitude in cities) as well as the social interdependence (think of Durkheim’s discussion of the division of labor).

One way Republicans could positively argue about cities: along with their surrounding metropolitan regions, cities are economic engines. A thriving economy needs thriving firms in these regions that encourage innovation, provide jobs, and interact with and operate in nearby communities.

Are there cities that are more individualistic than others? Can you have a global city that has a more individualistic ethos?

The real question after the 2012 presidential election: who gets Obama’s database?

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President Obama has plenty to deal with in his second term but plenty of people want an answer to this question: who will be given access to the campaign’s database?

Democrats are now pressing to expand and redeploy the most sophisticated voter list in American political history, beginning with next year’s gubernatorial races in Virginia and New Jersey and extending to campaigns for years to come. The prospect already has some Republicans worried…

The database consists of voting records and political donation histories bolstered by vast amounts of personal but publicly available consumer data, say campaign officials and others familiar with the operation, which was capable of recording hundreds of fields for each voter.

Campaign workers added far more detail through a broad range of voter contacts — in person, on the phone, over e-mail or through visits to the campaign’s Web site. Those who used its Facebook app, for example, had their files updated with lists of their Facebook friends along with scores measuring the intensity of those relationships and whether they lived in swing states. If their last names seemed Hispanic, a key target group for the campaign, the database recorded that, too…

To maintain their advantage, Democrats say they must guard against the propensity of political data to deteriorate in off years, when funding and attention dwindles, while navigating the inevitable intra-party squabbles over who gets access now that the unifying forces of a billion-dollar presidential campaign are gone.

The Obama campaign spent countless hours developing this database and will not let it go lightly. I imagine this could become a more common legacy for winning politicians than getting things done while in office: passing on valuable data about voters and supporters to other candidates. If a winning candidate had good information, others will want to build on the same information. I don’t see much mention of one way to solve this issue: let political candidates or campaigns pay for the information!

What about the flip side: will anyone use or want the information collected by the Romney campaign? Would new candidates prefer to start over or are there important pieces of data that can be salvaged from a losing campaign?

Republicans propose copyright reform

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Techdirt links to a remarkable Republican policy brief on copyright reform:

The purpose of copyright is to compensate the creator of the content: It’s a common misperception that the Constitution enables our current legal regime of copyright protection – in fact, it does not…[L]egislative discussions on copyright/patent reform should be based upon what promotes the maximum “progress of sciences and useful arts” instead of “deserving” financial compensation….

Today’s legal regime of copyright law is seen by many as a form of corporate welfare that hurts innovation and hurts the consumer. It is a system that picks winners and losers, and the losers are new industries that could generate new wealth and added value.

This has the potential to mark the beginning of a huge political shift on intellectual property issues. Heretofore, most copyright reform advocates have pursued a judicial strategy, trying to persuade courts to narrowly read (or overturn) sweeping statutory language. By and large, courts have declined to limit copyright laws in this fashion. If those laws were actually changed, however, that would compel different outcomes.

A policy brief is not even a bill, let alone a law. But the conversation has started.

Mapping secessionist petitions by county as well as looking at gender

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A sociologist and a graduate seminar took data from petitions for secession from the United States as listed on whitehouse.gov and mapped the patterns. Here is the map and some of the results:

While petitions are focused on particular states, signers can be from anywhere. In order to show where support for these secession was the strongest, a graduate seminar on collecting and analyzing and data from the web in the UNC Sociology Department downloaded the names and cities of each of the petition signers from the White House website, geocoded each of the locations, and plotted the results.

In total, we collected data on 862,914 signatures. Of these, we identified 304,787 unique combinations of names, places and dates, suggesting that a large number of people were signing more than one petition. Approximately 90%, or 275,731, of these individuals provided valid city locations that we could locate with a US county.

The above graphic shows the distribution of these petition signers across the US. Colors are based proportion of people in each county who signed, and the total number of signers is displayed when you click or hover over a county.

We also looked at the distribution of petition signers by gender. While petition signers did not list their gender, we attempted to match first names with Social Security data on the relative frequency of names by sex. Of the 302,502 respondents with gendered names, 63% had male names and 38% had female names. This 26 point gender gap is twice the size of the gender gap for voters in the 2012 Presidential election. For signatures in the last 24 hours, the gender gap has risen to 34 points.

So it looks like the petition signers are more likely to be men from red states and more rural counties. On one hand, this is not too surprising. On the other hand, it is an interesting example of combining publicly available data and looking for patterns.

Albert Speer’s imagined Nazi Berlin

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An essay that discusses the legacy of German architect Albert Speer briefly highlights his plans for turning Berlin into the grand Nazi capital:

Speer quickly moved into the Führer’s inner circle, where Hitler shared his vision with the young architect. Hitler wanted to make Berlin into the most impressive city in the world, conveying the beauty and overwhelming strength of the triumphal Reich that would dominate the world — and Speer was to be the master planner. Speer conceived of the city’s buildings to have what he called “ruin value” — meaning that they were meant to be built to last for thousands of years, like the ancient ruins of Greece. Hitler embraced this concept, which accorded with his vision of a Thousand Year Reich.

The dream of Hitler’s new city, which was to be renamed World Capital Germania, was without parallel in the modern world. Speer planned as the centerpiece a gargantuan domed Great Hall that would hold 180,000 occupants as they listened to the Führer’s speeches. Had it ever been built, Speer’s dome would have dwarfed any structure nearby, and could have contained several domes the size of the U.S. Capitol. Along the sprawling grand avenue leading to the Great Hall would be a German version of Paris’s Arc de Triomphe, intended to dwarf Napoleon’s. Elsewhere, at the Nuremberg rally grounds, construction began (but was never completed) on a German Stadium that would have held 400,000 spectators.

It is not certain that these plans could have been realized. Among other issues, Berlin was built on converted swampland, and there are serious doubts that the ground would have been able to support the huge weight of such structures; test structures built by the Nazis suggested that the buildings would sink well beyond tolerable limits. Regardless of the feasibility, this was art and architecture based on ostentation and megalomania. The plans, of course, spoke of the intoxication with power not just of the state, but of the men who ran it. Speer found himself elevated with breathtaking rapidity to the highest echelons of power, and developed a close personal relationship with the most powerful man in Germany, who was idolized and worshiped by millions of Germans and feared by millions more around the world. Speer looked up to Hitler and seemed to crave his approval. Hitler, for his part, spoke of having “the warmest human feelings” for Speer, and regarding him as a “kindred spirit.” Gitta Sereny writes that “in looks and language, the tall, handsome young Speer probably came close to being a German ideal for the Austrian Hitler.” Speer admitted at the Nuremberg trials that “if Hitler had had any friends, I would certainly have been one of his close friends.” Hitler formed a deep admiration for Speer’s architectural style and ambition. He had always considered himself an artist first, who only became a politician to realize his dream of a powerful Germany, and he saw in the young Speer his own unfulfilled self — someone who was technically capable of achieving his artistic dreams for a Germany that would rule the world.

It is little coincidence that powerful dictators aspire to design and build expansive cities: they want such places to provide a long reminder of their power. There is something about imposing buildings, long avenues, and public memorials and art that can reinforce the powers that be. Of course, as this essay suggests, architects and engineers can get swept up in such plans. Speer went from grandiose plans for Berlin to running the armaments ministry for Germany and increasing production through late 1944 even as Nazi Germany was losing the war on two (three, if you count Italy) fronts.

Wikipedia has more on Speer’s plans for World Capital Germania:

The first step in these plans was the Berlin Olympic Stadium for the 1936 Summer Olympics. This stadium would promote the rise of the Nazi government. A much larger stadium capable of holding 400,000 spectators was planned alongside the Nazi parade grounds in Nuremberg but only the foundations were dug before the project was abandoned due to the outbreak of war. Had this stadium been completed it would remain the largest in the world today by a considerable margin.

Speer also designed a new Chancellery, which included a vast hall designed to be twice as long as the Hall of Mirrors in the Palace of Versailles. Hitler wanted him to build a third, even larger Chancellery, although it was never begun. The second Chancellery was destroyed by the Soviet army in 1945.

Almost none of the other buildings planned for Berlin were ever built. Berlin was to be reorganized along a central 5 km-long boulevard known as the Prachtallee (“Avenue or Boulevard of Splendour(s)”). This would run south from a crossroads with the East-West Axis close to the Brandenburg Gate, following the course of the old Siegesallee through the Tiergarten before continuing down to an area just west of Tempelhof Airport. This new North-South Axis would have served as a parade ground, and have been closed off to traffic. Vehicles would have instead been diverted into an underground highway running directly underneath the parade route; sections of this highway’s tunnel structure were built, and still exist today. No work was ever begun above ground although Speer did relocate the Siegesallee to another part of the Tiergarten in 1938 in preparation for the avenue’s construction.

The plan also called for the building of two new large railway stations as the planned North-South Axis would have severed the tracks leading to the old Anhalter and Potsdamer stations, forcing their closure. These new stations would be built on the city’s main S-Bahn ring with the Nordbahnhof in Wedding and the larger Südbahnhof in Tempelhof-Schöneberg at the southern end of the avenue. The Anhalter Bahnhof, no longer used as a railway station, would have been turned into a swimming pool.

At the northern end of the avenue on the site of the Königsplatz (now the Platz der Republik) there was to be a large open forum known as Großer Platz with an area of around 350,000 square metres. This square was to be surrounded by the grandest buildings of all, with the Führer’s palace on the west side on the site of the former Kroll Opera House, the 1894 Reichstag Building on the east side and the third Reich Chancellery and high command of the German Army on the south side (on either side of the square’s entrance from the Avenue of Splendours). On the north side of the plaza, straddling the River Spree, Speer planned to build the centrepiece of the new Berlin, an enormous domed building, the Volkshalle (people’s hall), designed by Hitler himself. It would still remain the largest enclosed space in the world had it been built. Although war came before work could begin, all the necessary land was acquired, and the engineering plans were worked out. The building would have been over 200 metres high and 250 metres in diameter, sixteen times larger than the dome of St. Peter’s.

Towards the southern end of the avenue would be a triumphal arch based on the Arc de Triomphe in Paris, but again, much larger; it would be almost a hundred metres high, and the Arc de Triomphe (at the time the largest triumphal arch in existence) would have been able to fit inside its opening, evidently with the intention of replacing the rather long history associated with this Arch and in particular the unique ceremonies, with reference to the history of France, connected with it, see the French government website on this history.As a result of the occupation of Berlin by Soviet troops in 1945, a memorial was constructed with two thousand of the Soviet dead buried there in line with this proposed ‘Triumphal Arch’. It had been intended that inside this generously proportioned structure the names of the 1,800,000 German dead of the First World War should be carved, that which presumably was known to amongst others the Soviet leaders.

A cautionary tale.

Republicans (and Democrats) need to pay attention to data rather than just spinning a story

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Conor Friedersdorf suggests conservatives clearly had their own misinformed echo chambers ahead of this week’s elections:

Before rank-and-file conservatives ask, “What went wrong?”, they should ask themselves a question every bit as important: “Why were we the last to realize that things were going wrong for us?”

Barack Obama just trounced a Republican opponent for the second time. But unlike four years ago, when most conservatives saw it coming, Tuesday’s result was, for them, an unpleasant surprise. So many on the right had predicted a Mitt Romney victory, or even a blowout — Dick Morris, George Will, and Michael Barone all predicted the GOP would break 300 electoral votes. Joe Scarborough scoffed at the notion that the election was anything other than a toss-up. Peggy Noonan insisted that those predicting an Obama victory were ignoring the world around them. Even Karl Rove, supposed political genius, missed the bulls-eye. These voices drove the coverage on Fox News, talk radio, the Drudge Report, and conservative blogs.

Those audiences were misinformed.

Outside the conservative media, the narrative was completely different. Its driving force was Nate Silver, whose performance forecasting Election ’08 gave him credibility as he daily explained why his model showed that President Obama enjoyed a very good chance of being reelected. Other experts echoed his findings. Readers of The New York Times, The Atlantic, and other “mainstream media” sites besides knew the expert predictions, which have been largely born out. The conclusions of experts are not sacrosanct. But Silver’s expertise was always a better bet than relying on ideological hacks like Morris or the anecdotal impressions of Noonan.

But I think Friedersdorf misses the most important point here in the rest of his piece: it isn’t just about Republicans veering off into ideological territory into which many Americans did not want to follow or wasting time on inconsequential issues that did not affect many voters. The misinformation was the result of ignoring or downplaying the data that showed President Obama had a lead in the months leading up to the election. The data predictions from “The Poll Quants” were not wrong, no matter how many conservative pundits wanted to suggest otherwise.

This could lead to bigger questions about what political parties and candidates should do if the data is not in their favor in the days and weeks leading up to an election. Change course and bring up new ideas and positions? This could lead to questions about political expediency and flip-flopping. Double-down on core issues? This might ignore the key things voters care about or reinforce negative impressions. Ignore the data and try to spin the story? It didn’t work this time. Push even harder in the get-out-the-vote ground game? This sounds like the most reasonable option…

View from foreign observers: American voting system heavily reliant on trust

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Foreign observers watching the voting process in the United States suggested it is a system that involves a lot of trust:

“It’s an incredible system,” said Nuri K. Elabbar, who traveled to the United States along with election officials from more than 60 countries to observe today’s presidential elections as part of a program run by the International Foundation for Electoral Systems (IFES). Your humble Cable guy visited polling places with some of the international officials this morning. Most of them agreed that in their countries, such an open voting system simply would not work.

“It’s very difficult to transfer this system as it is to any other country. This system is built according to trust and this trust needs a lot of procedures and a lot of education for other countries to adopt it,” Elabbar said.

The most often noted difference between American elections among the visitors was that in most U.S. states, voters need no identification. Voters can also vote by mail, sometimes online, and there’s often no way to know if one person has voted several times under different names, unlike in some Arab countries, where voters ink their fingers when casting their ballots.

The international visitors also noted that there’s no police at U.S. polling stations. In foreign countries, police at polling places are viewed as signs of security; in the United States they are sometimes seen as intimidating.

It can be helpful to get outside perspectives on what takes place in the United States. Two thoughts based on these observations:

1. How long will this trust last? There was a lot of chatter online yesterday about voting irregularities. Do the two parties and Americans in general trust each other to handle voting? This reminds me of the oft-quoted de Toqueville who wrote in Democracy in America that Americans were more prone to join civic and political groups. The United States was born in the Enlightenment era where old ways of governing, church and tradition (meaning: monarchies), were overthrown and citizens turned to each other and a government “of the people, by the people, and for the people.” (Lincoln in the Gettsyburg Address). Of course, we can contrast this with Robert Putnam’s work in Bowling Alone which suggested Americans have retreated from the civic and social realm in recent decades. Plus, confidence in American institutions has declined in recent decades.

2. Trying to implement an American-style voting and government system in countries that don’t have the same history and culture is a difficult and lengthy task. In other words, this sort of system and trust doesn’t just develop overnight or in a few years. Voting systems are culturally informed. This should help shape our foreign policy.

Sociologists lost their public voice because of increasingly liberal political views?

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Sociologist Stephen P. Turner makes a historical argument about how American sociologists lost their public voice. Here is the abstract:

Sociology once debated ‘the social’ and did so with a public readership. Even as late as the Second World War, sociologists commanded a wide public on questions about the nature of society, altruism and the direction of social evolution. As a result of several waves of professionalization, however, these issues have vanished from academic sociology and from the public writings of sociologists. From the 1960s onwards sociologists instead wrote for the public by supporting social movements. Discussion within sociology became constrained both by ‘professional’ expectations and political taboos. Yet the original motivating concerns of sociology and its public, such as the compatibility of socialism and Darwinism, the nature of society, and the process of social evolution, did not cease to be of public interest. With sociologists showing little interest in satisfying the demand, it was met by non-sociologists, with the result that sociology lost both its intellectual public, as distinct from affinity groups, and its claim on these topics.

And here is another paragraph excerpt with some interpretation as reported on a Smithsonian blog:

Basically, he’s wondering: what happened to sociologists? When did they give up questions of human nature, altruism, society? Well, Turner argues that a big problem is that sociologists started getting political. “It is evident that many of the most enthusiastic adherents of the new model of professionalization in the United States had roots in the left, and not infrequently in the Communist Party itself.” And that political slant limited the types of questions sociologists were allowed to ask. He writes:

“Sociology was once a place where intellectuals found freedom: Giddings, Sorokin, Alfred Schutz and many others who could have pursued careers in their original fields chose sociology because of this freedom. To some extent sociology still welcomes outsiders, though now it is likely to be outsiders with ties to the Women’s Movement. … But in general, the freedom of the past is in the past.”

Turner’s basic point is that sociology is now a joke because every sociologist is a liberal. That’s not untrue: over 85 percent of the members of the American Sociological Association (ASA) vote for either the Democratic or Green parties. One survey found the ratio of Democrats to Republicans in the ASA to be 47 to 1. Now, whether or not sociology is joked about because its researchers political leanings is another question. But that’s the argument Turner seems to be making here.

I wonder if social psychologist Jonathan Haidt would agree with this assessment in light of his look at the political leanings of the field of social psychology.

If sociology gave up this freedom, what other fields filled in academic vacuum? If I had to guess, economics generally provided some room for conservatives. Does this mean that some bright academic stars that once might have gone to sociology have instead pursued other fields?

Three changes that come with “The Rise of Poll Quants”

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Nate Silver isn’t the only one making election predictions based on poll data; there are now a number of “poll quants” who are using similar techniques.

So what exactly do these guys do? Basically, they take polls, aggregate the results, and make predictions. They each do it somewhat differently. Silver factors in state polls and national polls, along with other indicators, like monthly job numbers. Wang focuses on state polls exclusively. Linzer’s model looks at historical factors several months before the election but, as voting draws nearer, weights polls more heavily.

At the heart of all their models, though, are the state polls. That makes sense because, thanks to the Electoral College system, it’s the state outcomes that matter. It’s possible to win the national vote and still end up as the head of a cable-television channel rather than the leader of the free world. But also, as Wang explains, it’s easier for pollsters to find representative samples in a particular state. Figuring out which way Arizona or even Florida might go isn’t as tough as sizing up a country as big and diverse as the United States.”The race is so close that, at a national level, it’s easy to make a small error and be a little off,” Wang says. “So it’s easier to call states. They give us a sharper, more accurate picture.”

But the forecasters don’t just look at one state poll. While most news organizations trot out the latest, freshest poll and discuss it in isolation, these guys plug it into their models. One poll might be an outlier; a whole bunch of polls are likely to get closer to the truth. Or so the idea goes. Wang uses all the state polls, but gives more weight to those that survey likely voters, as opposed to those who are just registered to vote. Silver has his own special sauce that he doesn’t entirely divulge.

Both Wang and Linzer find it annoying that individual polls are hyped to make it seem as if the race is closer than it is, or to create the illusion that Romney and Obama are trading the lead from day to day. They’re not. According to the state polls, when taken together, the race has been fairly stable for weeks, and Obama has remained well ahead and, going into Election Day, is a strong favorite. “The best information comes from combining all the polls together,” says Linzer, who projects that Obama will get 326 electoral votes, well over the 270 required to win. “I want to give readers the right information, even if it’s more boring.”

While it may not seem likely, poll aggregation is a threat to the supremacy of the punditocracy. In the past week, you could sense that some high-profile media types were being made slightly uncomfortable by the bespectacled quants, with their confusing mathematical models and zippy computer programs. The New York Times columnist David Brooks said pollsters who offered projections were citizens of “sillyland.”

Three things strike me from reading these “poll quants” leading up to the election:

1. This is what is possible when data is widely available: these pundits use different methods for their models but it wouldn’t be possible without accessible data, consistent and regular polling (at the state and national level), and relatively easy to use statistical programs. In other words, could this scenario have taken place even 20 years ago?

2. It will be fascinating to watch how the media deals with these predictive models. Can they incorporate these predictions into their typical entertainment presentation? Will we have a new kind of pundit in the next few years? The article still noted the need for these quantitative pundits to have personality and style so it their results are not too dry for the larger public. Could we end up in a world where CNN has the exclusive rights to Silver’s model, Fox News has rights to another model, and so on?

3. All of this conversation about statistics, predictions, and modeling has the potential to really show where the American public and elite stands in terms of statistical knowledge. Can people understand the basics of these models? Do they simply blindly trust the models because they are “scientific proof” or do they automatically reject them because all numbers can be manipulated? Do some pundits know just enough to be dangerous and ask endless numbers of questions about the assumptions of different models? There is a lot of potential here to push quantitative literacy as a key part of living in the 21st century world. And it is only going to get more statistical as more organizations collect more data and new research and prediction opportunities arise.