Archive for February, 2020

Pete Buttigieg is more electable than Bernie Sanders and more progressive than you think – Vox.com

Vox writers are making the best case for the leading Democratic candidates defined as those polling above 10 percent in national averages. But with his strong showing in the Iowa caucuses, Pete Buttigieg has established himself in the top tier of candidates.

This article is the fourth in the series. Our case for Bernie Sanders is here; our case for Elizabeth Warren is here; our case for Joe Biden is here. Vox does not endorse individual candidates.

The case for Pete Buttigieg is simple: The Democratic Party wins when it nominates young, charismatic leaders who are able to convince people outside the partys base that Democratic values are their own.

It is a model that drove Barack Obama, Bill Clinton, Jimmy Carter, and John F. Kennedy to the presidency. And it could be the model that puts Pete Buttigieg there.

As the former mayor of South Bend, Indiana, hes not the most experienced candidate running. And while he would probably be the most left-wing nominee since at least Walter Mondale, he is hardly the leftmost candidate in this primary, and hes worked hard to differentiate himself from the maximalist platforms of Sens. Bernie Sanders and Elizabeth Warren.

But Democratic primary voters are weighing competing priorities. They want a nominee who is progressive but still electable. They want a leader who is smart and even-tempered but who ideally isnt of an age and health status that puts their ability to run a presidential campaign and serve a full term in doubt. They want a president who can represent underrepresented groups while speaking to Obama-Trump voters who feel threatened by that kind of social progressivism.

There is a strong case that Buttigieg is the candidate who best fulfills those competing demands. He would be able to pair a form of liberalism thats more ambitious than Obamas with a sophistication about political institutions and structures that Obama sometimes lacked.

The combination could prove incredibly powerful, and redefine the party for a generation. The results out of Iowa suggest that Democratic voters are beginning to see it too.

Amid the Mayo Pete and Pete is CIA jeers of his left-wing critics, it can be easy to forget what Buttigiegs actual policy agenda is. That agenda would easily be the most progressive by any candidate for the general election in decades. Here is a brief rundown of economic and social policies hes endorsed and promoted:

But thats not all. Buttigieg has devoted attention to big structural problems that afflict our democracy, and has proposed solutions that are genuinely radical.

Taken as a whole, his agenda isnt as ambitious as that of Sanders or Warren. But make no mistake: This is a bold wish list, full of items that either the Obama administration struggled to pass even with 59 senators (like immigration reform and a price on carbon emissions) or that wouldve been too radical for Obama to begin with (like a $15 minimum wage, universal child care, a Medicare buy-in not limited to the elderly, and sectoral bargaining the last of which has barely received any coverage, but which would at a stroke vastly increase the power of the American labor movement).

The fact that his agenda isnt as progressive as those on the left flank of the party is a plus for Buttigieg, not a minus. Sanders and Warren have performed a valuable service by making the objectively quite ambitious agenda of Buttigieg appear, by comparison, incredibly mild, a centrist approach to expanding the safety net.

A perception of relative moderation will most likely help, not hurt, the eventual nominee. The most rigorous studies on this question from political scientists tend to find that moderate nominees have a distinct advantage over ones perceived as more extreme, largely because they dont activate their opponents base the same way a more extreme nominee would.

Put another way: Sanders would terrify and turn out Trumps base, whereas Buttigieg likely would not.

We can get more specific here, too. Buttigiegs most prominent point of differentiation from his leftier rivals is on Medicare-for-all, which he shares as an ultimate goal but rejects as a step too far in limiting choice for the time being. Instead, Buttigieg is pushing Medicare for all who want it, which is exactly what the name implies: a buy-in option for Medicare that he sees as setting us on the path to Medicare-for-all.

Buttigiegs position may inflame die-hard left partisans, but it might be a better general election play. The best evidence we have from the 2018 midterms, as compiled by Emory political scientist Alan Abramowitz, suggests that supporting Medicare-for-all cost Democrats about 4.6 percentage points in swing districts; the average Democratic margin was higher in districts where the Democratic candidate didnt back Medicare-for-all, despite those districts being more Republican-leaning overall than districts where pro-Medicare-for-all candidates ran.

More to the point, although Democrats control the House, there is not a House majority for Medicare-for-all at the moment, and there certainly isnt a Senate majority or even a majority of the Senate Democratic caucus that supports it. If the next Democratic president proposes a full Medicare-for-all bill to a Senate where the pivotal members are moderates and avowed Medicare-for-all opponents Kyrsten Sinema (AZ) and Joe Manchin (WV), the idea will be dead on arrival. After negotiations, Warren and Sanders will inevitably arrive at a compromise that will likely involve some kind of buy-in proposal.

So the question is: Is it worth paying a potentially significant electoral price for backing Medicare-for-all considering the very low likelihood that any Democratic president could enact it anyway? If the answer is no, then the case for Buttigieg looks strong.

Much of the above can count as a case for Joe Biden, who, like, Buttigieg has positioned himself as a moderate alternative to Sanders and Warren. As my colleague Ezra Klein has noted, despite being labeled moderates, if Biden or Buttigieg actually win the nomination, they will be running on the most progressive platform of any Democratic nominee in history.

But it would be a mistake to throw Biden and Buttigieg into the same bucket. Whereas Biden remains wedded to romantic notions of returning to a pre-polarization Washington where Republicans and Democrats hobnob and work frequently across party lines, Buttigieg has a clear-eyed view of the institutional barriers to progressive policy and how to remove them.

Biden has repeatedly told supporters that he expects the Republican Party to come to their senses upon his election. With Donald Trump out of the way, youre going to see a number of my Republican colleagues have an epiphany, he told fundraiser attendees in November, Mark my words. Mark my words. While his comments about working with segregationist senators like James Eastland in the 1970s drew ire for the racial implications of those collaborations, at their heart was this conviction on Bidens part that he could work with anyone, that the raw power of his commitment to collaboration could overcome the deep forces polarizing American politics.

Its just one piece of evidence among many that Biden is out of step with where the party is.

And its not just Biden. Even Bernie Sanders has brushed off the idea of abolishing the filibuster in favor of a bizarre gambit to exploit the budget reconciliation rules to pass Medicare-for-all. At best, this would only enable one piece of controversial legislation to pass, leaving the rest of the policy agenda abandoned; at worst, it will appall old-school Senate Democrats even more than filibuster abolition.

Buttigieg, by contrast, has a much stronger connection to the more brass-knuckled realities of 2020s politics.

Instead of relying of Republican goodwill, he has concrete plans to amplify Democrats relative power: by repealing the filibuster to enable the passage of popular social programs that Republicans will then be reluctant to repeal; using a slim Democratic majority in Congress to add DC and (if they so desire) Puerto Rico as states; reducing the Republican geographic edge in the Senate for years to come; and passing sectoral bargaining to build up labor unions as a countervailing power to American business.

He also sparked the first serious conversation of the campaign about revamping the Supreme Court to prevent partisan rulings striking down progressive legislation. He has floated the idea of expanding the Court to 15 justices, five from each party and another five selected by the partisan justices, in hopes of breaking the narrow conservative majority that threatens everything from Medicare-for-all to universal free college.

In an era crying out for structural political reform, Buttigiegs approach on this front is vital. He understands that Democrats need to fight with all the tools at their disposal to get even a modest legislative package accomplished. And hes laid out plans to use those tools.

Whats remarkable is that hes been able to take that approach without coming across as shrill or unduly combative. He presents as a moderate, as a hope and change candidate like Obama who is able to use rhetoric and charisma to overcome the resistance of skeptical moderates and center-right voters.

The model of a charismatic rhetorician packaging progressive ideas in a moderate message is one that has worked incredibly well for Democrats historically. Like Obama, Buttigieg would make history: He would be the first gay president, Chasten Buttigieg would be the first first husband, and the two of them would become Americas first couple barely six years after they were legally allowed to marry in their home state.

And Buttigieg is unique in pairing the Clinton/Obama approach of hopeful promises of a changed politics with a more hardheaded approach to institutions and the rules of the game than Clinton or Obama ever had.

The most serious case against Buttigieg is that he lacks the necessary experience to hold the office of president. His sole tenure in government has been as mayor of a tiny city smaller than Waterbury, Connecticut, or Peoria, Illinois.

But it is not obvious why Buttigieg should be considered less experienced at being an executive than many of his major rivals. It has been three decades since Bernie Sanders served as a mayor, and in that case as mayor of a smaller city than South Bend. The same goes for Elizabeth Warren. They might know how Washington works, but thats hardly the same as knowing how to run the executive branch.

The candidates rsums, with the notable exception of Joe Bidens, tell us little about their ability to manage complex bureaucracies. But Buttigieg has performed well at other tests of executive judgment and temperament. As the saying goes, personnel is policy, and Buttigieg has assembled some of the most impressive personnel of any candidate.

Danny Yagan, the Berkeley economist and one of Buttigiegs top economic advisors, is widely considered one of the worlds top young public finance economists, and has already reshaped how the profession thinks about taxing wealth.

Austan Goolsbee, formerly the Obama administrations top economist, is advising Buttigieg as well, despite having served with Joe Biden. And hes not alone: Various foreign policy luminaries, including Clintons national security adviser Tony Lake, Iran expert Vali Nasr, and top Obama adviser Philip Gordon, have endorsed Buttigieg. What Buttigieg lacks in experience, he more than makes up for in the accumulated expertise of his supporters.

Whats more, one of the best tests of presidential capability is how well candidates manage their own campaigns. Presidential campaigns are vast, sprawling operations with hundreds of employees, dueling advisers, tough strategic decisions, and huge demands on their leaders time and resources. The experience of running is of course different from the experience of being president, but its a test of executive mettle nonetheless.

The fact that Buttigieg has run his campaign exceptionally well, lapping candidates who on paper should have far outpaced him, like Sens. Michael Bennet (D-CO), Amy Klobuchar (D-MN), Kamala Harris (D-CA), and Cory Booker (D-NJ) and Govs. Steve Bullock (D-MT) and Jay Inslee (D-WA), says only good things about his managerial acumen. There was no reason to think the mayor of South Bend, Indiana, could wind up as one of the top contenders for the Democratic nomination, and Buttigieg deserves substantial credit for the operational decisions that helped bring him to that point.

There are arguments for Buttigieg that I frankly wont echo here because they dont hold water. Winning the incredibly Democratic-leaning city of South Bend doesnt say anything about his ability to win Indiana, much less the rest of the Rust Belt. He is not a Washington outsider in any meaningful sense: Indeed, his deep ties within pan-geographic elite networks have produced his impressive corps of advisers.

But while its easy to knock down bad arguments for Buttigieg, its harder to rebut the real arguments for his nomination: that a liberal perceived as a moderate, with a hardheaded view of American institutions but a hopeful, charismatic approach to campaigning, is exactly what the Democratic Party needs right now.

For more on Pete Buttigieg, listen to Ezra Kleins conversation with the former mayor of South Bend, Indiana, on this episode of The Ezra Klein Show.

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Pete Buttigieg is more electable than Bernie Sanders and more progressive than you think - Vox.com

El Rushbo and Me – The Bulwark

I was sad to hear Rush Limbaugh announce that hes battling an advanced form of lung cancer, and might not be able to fulfill his daily duties as he has for decades. Im not a listener of his anymore, but he was part of what inspired me to go into politics. And without Rush Limbaugh, you likely wouldnt be reading this article.

I wish Limbaugh nothing but the best in battling this disease. Some of his close friends, as close friends should, are saying things like if theres anyone who can beat this, its Rush. After all, he is a fighter, and quips that he does so with half his brain tied around his back. Limbaugh also lost his hearing, and thanks to a cochlear implant, was able continue to work for years.

I owe Limbaugh a debt, and Im not sure I can ever repay it. Instead, Id like to chat about his influence on me for a bit. Longtime readersknow a little bit about my career trajectory. But Ive never written much about Limbaugh, who played a role for meand hundreds of thousands of other conservativesover the years.

His show typically airs on weekdays from 12-3 in the Eastern time zone, so I didnt get to catch it much in high school, except in the summer. This was long before YouTube, podcasts, and digital streaming. Some radio stations would re-air it at late hours, particularly the 50,000 megawatt AM stations. You could record it if you had a fancy VCR-esque tape recorder. (I didnt have one.)

After graduating from high school, I took a job before going off to college at a colorants factory called ColorMatrix, working as an injection molder making plastic test chips. I got the job through my family, a sort of this is what the real world looks like experience my dad set up for me. (My dad paid for his high school and college by working at a slaughterhouse, so I had it pretty darn good.)

I was the youngest guy on the shop floor by probably 15 years, and I didnt deserve the job. It was total patronage. Not only that, I was the only non-African American in the shop except for a Pakistani immigrant named Gul Khan, who was part of a famous dynasty of squash players. He, too, was a patronage hire, working hours when he wasnt teaching squash to rich Clevelanderslike the companys owner. He was one of the best squash players on the planet. Seriously.

Anyway, every day my coworkers and I would argue over what to listen to on the radio and if there wasnt a baseball day game, Id always make the case we should listen to Rush. I rarely got my way. It was easier to listen to Rush that fall, when I went off to college in Missouri, his native state. Rush grew up in Cape Girardeaumy grandmother was from Sainte Genevieve, not far down I-55.

Rush was a steady part of my media diet throughout college, as a college Republican who dropped out of college for a semester to work on the Bush campaign. I stopped listening when I made my way to Washington in the mid 2000s, because I had a day job.

In 2007, one of my fathers law partners died. He was a former congressman from Michigan named Guy Vander Jagt. After the memorial service for him in the Longworth buildings Ways & Means committee roomwhere Id later workwe went out to dinner at a Washington steakhouse with others who had worked with the man. As we were waiting to be seated, who did I see sitting at the bar? El Rushbo himself. I excused myself from the gathering and walked over to rudely introduce myself and be a total fanboy, not even able to understand the weirdness of how he had played a part in me winding up in that room with him.

Rush was gracious and listened to my Missouri connections and abridged life story, and then asked what brought me to Washington. I told him I worked in the U.S. Senate.

In true Limbaugh style, he quipped You dont work for Lindsey Grahamnesty, do you? I told him that, from his perspective, it was probably even worse. I worked for Senator Jon Kyl of Arizona, who was the author of the later-doomed immigration reform bill. Jons a great guy Limbaugh told me. I disagree with him on this amnesty stuff, but hes a good man, and I respect him.

I used to like to take pictures with famous people, before I realized it was tacky and that you should act like youve been there. In the pre smartphone era, I had a digital camera on me. I asked for a picture and Limbaugh agreed.

The break over my old bosss sensible immigration reform bill was the first of many Id have with Rush over the years. Nearly 13 years later, here we are, with him getting the nations highest civilian honor, live on national TV during the State of the Union. And to be honest, I agree with Noah Rothman: the made-for-TV presentation by Melania in the House gallery diminished the award for show. Limbaugh deserved better.

Rush Limbaugh helped inspire my love of politics, and he also inspired my skepticism of the conservative media echo chamber. Like so many in the movement who have parted ways on matters of policy and the importance of morality,I dont listen to him much anymore, and if I did, I suspect Id rarely agree.

But despite going separate ways Ill always be grateful for him, both for helping bring me into the world of politics and for his personal kindness to a starstruck nobody. I wish El Rushbo the best of health, and would like to thank him for his kindness and inspiration.

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El Rushbo and Me - The Bulwark

REPLY: European Central Bank Explores the Possibilities of Machine Learning With a Coding Marathon Organised by Reply – Business Wire

TURIN, Italy--(BUSINESS WIRE)--The European Central Bank (ECB), in collaboration with Reply, leader in digital technology innovation, is organising the Supervisory Data Hackathon, a coding marathon focussing on the application of Machine Learning and Artificial Intelligence.

From 27 to 29 February 2020, at the ECB in Frankfurt, more than 80 participants from the ECB, Reply and further companies explore possibilities to gain deeper and faster insights into the large amount of supervisory data gathered by the ECB from financial institutions through regular financial reporting for risk analysis. The coding marathon provides a protected space to co-creatively develop new ideas and prototype solutions based on Artificial Intelligence within a short timeframe.

Ahead of the event, participants submit projects in the areas of data quality, interlinkages in supervisory reporting and risk indicators. The most promising submissions will be worked on for 48 hours during the event by the multidisciplinary teams composed of members from the ECB, Reply and other companies.

Reply has proven its Artificial Intelligence and Machine Learning capabilities with numerous projects in various industries and combines this technological expertise with in-depth knowledge of the financial services industry and its regulatory environment.

Coding marathons using the latest technologies are a substantial element in Replys toolset for sparking innovation through training and knowledge transfer internally and with clients and partners.

ReplyReply [MTA, STAR: REY] specialises in the design and implementation of solutions based on new communication channels and digital media. As a network of highly specialised companies, Reply defines and develops business models enabled by the new models of big data, cloud computing, digital media and the internet of things. Reply delivers consulting, system integration and digital services to organisations across the telecom and media; industry and services; banking and insurance; and public sectors. http://www.reply.com

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REPLY: European Central Bank Explores the Possibilities of Machine Learning With a Coding Marathon Organised by Reply - Business Wire

AI and Predictive Analytics: Myth, Math, or Magic? – TDWI

AI and Predictive Analytics: Myth, Math, or Magic?

Don't fall into the trap of thinking that math-based analytics can predict human behavior with certainty.

We are a species invested in predicting the future -- as if our lives depended on it. Indeed, good predictions of where wolves might lurk were once a matter of survival. Even as civilization made us physically safer, prediction has remained a mainstay of culture, from the haruspices of ancient Rome inspecting animal entrails to business analysts dissecting a wealth of transactions to foretell future sales.

Such predictions generally disappoint. We humans are predisposed to assuming that the future is a largely linear extrapolation of the most recent (and familiar) past. This is one -- or a combination -- of the nearly 200 cognitive biases that allegedly afflict us.

A Prediction for the Coming Decade

With these caveats in mind, I predict that in 2020 (and the decade ahead) we will struggle if we unquestioningly adopt artificial intelligence (AI) in predictive analytics, founded on an unjustified overconfidence in the almost mythical power of AI's mathematical foundations. This is another form of the disease of technochauvinism I discussed in a previous article.

Science fiction author and journalist Cory Doctorow's article, "Our Neophobic, Conservative AI Overlords Want Everything to Stay the Same," in the Los Angeles Review of Books, offers a succinct and superb summary of technochauvinism as it operates in AI. "Machine learning," he asserts, "is about finding things that are similar to things the machine learning system can already model." These models are, of course, built from past data with all its errors, gaps, and biases.

The premise that AI makes better (e.g., less biased) predictions than humans is already demonstrably false. Employment screening apps, for example, are often riddled with a bias toward hiring white males because the historical hiring data used to train its algorithms consisted largely of information about hiring such workers.

The widespread belief that AI can predict novel aspects of the future is simply a case of magical thinking. Machine learning is fundamentally conservative, based as it is on correlations in existing data; its predictions are essentially extensions of the past. AI lacks the creative thinking ability of humans. Says Tabitha Goldstaub, a tech entrepreneur and commentator, about the use of AI by Hollywood studios to decide which movies to make: "Already we're seeing that we're getting more and more remakes and sequels because that's safe, rather than something that's out of the box."

A Predictive Puzzle

AI, together with the explosion of data available from the internet, have raised the profile of what used to be called operational BI, now known as predictive analytics and its more recent extension into prescriptive analytics. Attempting to predict the future behavior of prospects and customers and, further, to influence their behavior is central to digital transformation efforts. Predictions based on AI, especially in real-time decision making with minimal human involvement, require careful and ongoing examination lest they fall foul of the myth of an all-knowing AI.

As Doctorow notes, AI conservatism arises from detecting correlations within and across existing large data sets. Causation -- a much more interesting feature -- is more opaque, usually relying on human intuition to separate the causal wheat from the correlational chaff, as I discussed in a previous Upside article.

Nonetheless, causation can be separated algorithmically from correlation in specific cases, as described by Mollie Davies and coauthors. I cannot claim to follow the full mathematical formulae they present, but the logic makes sense. As the authors conclude, "Instead of being naively data driven, we should seek to be causal information driven. Causal inference provides a set of powerful tools for understanding the extent to which causal relationships can be learned from the data we have." They present math that data scientists should learn and apply more widely.

However, there is a myth here, too: that predictive (and prescriptive) analytics can divine human intention, which is the true basis for understanding and influencing behavior. As Doctorow notes, in trying to distinguish a wink from a twitch, "machine learning [is not] likely to produce a reliable method of inferring intention: it's a bedrock of anthropology that intention is unknowable without dialogue." Dialogue -- human-to-human interaction -- attracts little attention in digital business implementation.

The Dilemma of (Real) Prediction

Once accused of looking too intently in the rearview mirror, business intelligence has today embraced prediction and prescription as among its most important goals. Despite advances in data availability and math-based technology, truly envisaging future human intentions and actions remains a strictly human gift.

The myth that math-based analytics can predict human behavior with certainty is probably the most dangerous magical thinking we data professionals can indulge in.

About the Author

Dr. Barry Devlin defined the first data warehouse architecture in 1985 and is among the worlds foremost authorities on BI, big data, and beyond. His 2013 book, Business unIntelligence, offers a new architecture for modern information use and management.

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AI and Predictive Analytics: Myth, Math, or Magic? - TDWI

Machine Learning Market Booming by Size, Revenue, Trends and Top Growing Companies 2026 – Instant Tech News

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Machine Learning Market Booming by Size, Revenue, Trends and Top Growing Companies 2026 - Instant Tech News