Comments, observations and thoughts from two bloggers on applied statistics, higher education and epidemiology. Joseph is an associate professor. Mark is a professional statistician and former math teacher.
Exceptional work by Raphael Orlove of Jalopnik.(the spirit of Gawker lives on). The whole article is highly recommended.
Sources close to Faraday Future, including suppliers, contractors, current, prospective and ex-employees all spoke to Jalopnik over a number of weeks on conditions of anonymity and said the money has been M.I.A., the plans are absurd and the organization verges on the dysfunctional.
A year ago, things seemed very different. In late November of 2015, Faraday Future burst onto the scene with promises as big as its name was mysterious.
Staffed by prominent industry figures poached from companies like Tesla, Apple, Ferrari and BMW, FF made bold, unprecedented promises: an electric car that could not only drive itself but connect to its owner’s smartphone and learn from their daily habits to become the ultimate personalized vehicle. And if ownership didn’t suit their lifestyle, fine; the company was eager to expand into ride-sharing and autonomous fleet services.
With a $1 billion facility in Nevada, the company promised production by 2017. Forget what you know about cars, the teaser videos proclaimed. A revolution is coming and we would see it at the CES trade show in Las Vegas. Everyone anticipated an actual car that could live up to these claims.
Then January and CES rolled around and the company revealed that yes, that wild rocket-looking supercar that leaked onto the internet via an app really was Faraday Future’s show car. But not its actual production car. That would come later, the company swore after an embarrassing debut that laid the hype and the buzzwords on thick but had seemingly little to back it up. In the meantime the company promised a “skateboard” modular electric platform that could be adapted to suit several different body styles.
But everything would be fine, right? After all, FF was getting $335 million in state tax incentives and abatements from Nevada for its plant, and it was sponsoring a Formula E team. And in the company’s own words, it would do for cars what the iPhone did for communications in 2007. And Faraday Future is funded by Jia Yueting, a tech mogul in China known for starting the country’s first paid video streaming service. It’s often nicknamed “The Netflix of China,” and it brought Jia the billions he needed to start a whole tech empire, selling everything from smartphones to TVs to cars.
What could go wrong?
That was in January. FF spent the next several months in the news over and over again, almost always for reasons no company wants to be in the news. There was the lag on payments to the factory’s construction company, the senior staffers jumping ship, the confusing debut of a seemingly competing car from the company helmed by its principal backer, the lawsuits from a supplier and a landlord who said they weren’t getting paid, the work stoppage on the factory, the state officials in Nevada who said Jia didn’t have as much money as he claimed (something that Jia denied in a haters-are-my-motivators statement), and the fact that leaders in that state copped to never really knowing much about FF’s financials before approving that incentive package.
...
I wish I could say this in front of every sentence I write about Faraday Future, but from everything I’ve seen there is good and serious engineering work getting done at the company.
If anything, Faraday Future has too many people working on one of the most interesting cars we’ve seen in years, engineers crammed computer to computer, even on fold up-picnic tables as one anonymous interviewee told Jalopnik. All-electric, eyes on autonomy, with incredible performance and design. “There’s a lot of good people there,” one source noted. “That’s the worst part.”
But you can’t have this engineering side without a solid business to back it up, and the good work at Faraday Future seems like it has been constantly undone by the unrealistic demands of its top leadership and a money gulf across the Pacific.
The thinking of business writers has become so muddled and, in places, so overtly mystical that the important fundamental drivers are completely lost in the discussion. Words like "disruptor" or "transformative" have such tremendous emotional resonance for the writers (and investors) that they blind them to the underlying business forces.
I've been meaning to work up a thread on magical thinking in business culture and journalism. Leave it to XKCD to get there first.
DYING METAPHORS. A newly invented metaphor assists thought by evoking a visual image, while on the other hand a metaphor which is technically ‘dead’ (e. g. iron resolution) has in effect reverted to being an ordinary word and can generally be used without loss of vividness. But in between these two classes there is a huge dump of worn-out metaphors which have lost all evocative power and are merely used because they save people the trouble of inventing phrases for themselves. Examples are: Ring the changes on, take up the cudgel for, toe the line, ride roughshod over, stand shoulder to shoulder with, play into the hands of, no axe to grind, grist to the mill, fishing in troubled waters, on the order of the day, Achilles’ heel, swan song, hotbed. Many of these are used without knowledge of their meaning (what is a ‘rift’, for instance?), and incompatible metaphors are frequently mixed, a sure sign that the writer is not interested in what he is saying. Some metaphors now current have been twisted out of their original meaning without those who use them even being aware of the fact. For example, toe the line is sometimes written as tow the line. Another example is the hammer and the anvil, now always used with the implication that the anvil gets the worst of it. In real life it is always the anvil that breaks the hammer, never the other way about: a writer who stopped to think what he was saying would avoid perverting the original phrase.
George Orwell
We've been heading toward this for a long time. From the beginning, the idea of disruption never explained nearly as much as it was supposed to. There were always as many exceptions as cases and much of the appeal of the idea could be attributed to the way it played into popular narratives about visionary innovators.
By now, the term has been so overused that it has lost all meaning. Here's Jill Lepore writing for the New Yorker.
Ever since “The Innovator’s Dilemma,” everyone is either disrupting or being disrupted. There are disruption consultants, disruption conferences, and disruption seminars. This fall, the University of Southern California is opening a new program: “The degree is in disruption,” the university announced. “Disrupt or be disrupted,” the venture capitalist Josh Linkner warns in a new book, “The Road to Reinvention,” in which he argues that “fickle consumer trends, friction-free markets, and political unrest,” along with “dizzying speed, exponential complexity, and mind-numbing technology advances,” mean that the time has come to panic as you’ve never panicked before. Larry Downes and Paul Nunes, who blog for Forbes, insist that we have entered a new and even scarier stage: “big bang disruption.” “This isn’t disruptive innovation,” they warn. “It’s devastating innovation.”
Obviously, sense has been draining away for a long time, but the term officially flat-lined when the heads of AT&T and Time Warner headed to DC to defend the indefensible. From the must-read Gizmodo piece by Michael Nunez.
In front of the Senate subcommittee today, AT&T CEO Randall Stephenson brazenly dismissed concerns of potentially anticompetitive behavior. The bespectacled executive, according to a New York Times report, told lawmakers that the merger would “disrupt the entrenched pay-TV models” and give customers more options.
The truth is a little more complicated than that. AT&T is already the second-largest US telecommunications company (with 133.3 million subscribers) and the largest pay-TV service in the US and the world. If it merged with Time Warner, the second-largest broadband provider and third-largest video provider in the US, it would create a media conglomerate with unspeakable power. Critics say it would be a conglomerate that many companies just couldn’t compete with.
We are truly into Newspeak territory here. The sole purpose of this type of mergers is to entrench position and prevent the industry from being disrupted. Those at the top quite accurately view disruption as a serious and possibly existential threat to the status quo. If you can now use the term to describe a mega-merger, it has no meaning left at all.
United has announced a “new tier” of ticket, as the company calls it. The airline’s cheapest flights will now be called Basic Economy, and if you want to store something in the overhead bin, that’ll cost you extra. Passengers will be able to bring a carry-on that fits underneath the seat in front of them. But don’t even think about putting something above you. That’s for people who paid more.
Of course, the airline is positioning this move as providing “more options” for customers. But it seems like providing more “choice” always comes with a fee for something customers used to get for free.
“Customers have told us that they want more choice and Basic Economy delivers just that,” Julia Haywood, executive vice president at United said in a hilarious news release. “By offering low fares while also offering the experience of traveling on our outstanding network, with a variety of onboard amenities and great customer service, we are giving our customers an additional travel option from what United offers today.”
Want to hear another fun aspect of “choice” that Basic Economy provides? Passengers won’t get an assigned seat until the day they depart.
I don't have access to the actual numbers, of course, but as a former marketing guy, I strongly suspect that real money here is not coming from that 20 bucks or so you pay to put a carry-on bag in the overhead compartment. Instead, it comes from the way that policies like this screw with consumers' decision-making ability.
This works on at least three levels:
1. Fees make pricing more opaque. Sometimes, additional costs may be completely unexpected – you go to pay your bill and find its much larger than what you thought you had agreed to – but even when you know something is coming, those fees make it difficult to know exactly how much you will be handing over.
2. These policies greatly complicate the calculations consumers need to perform. Despite what you might occasionally hear from some freshwater economist, the human brain has finite computing power. If the computations required to determine the optimal purchase get too long and involved, people are more likely to resort to shortcuts or simply start making mistakes.
3. A crappy product is the first step in the road to upgrade riches. This is not all that different from classic bait-and-switch scam we are all familiar with, but the potential payoff is much greater. Tiered systems offer enormous potential for convincing people to pay way too much money for things they don't particularly want. By making that bottom level product sufficiently unattractive, you can get a lot of customers into the upgrade habit. Just ask your local cable company.
Though it is a bit of a side issue, there is another flaw in Thomas Friedman's argument that I'd like to address, as much for future reference as anything else (I plan on getting back to some of these larger questions).
As is been noted previously by others, Friedman's technology is a big, generic, undefined thing. A mysterious godlike force which must be accommodated lest ye be afflicted with Luddite cooties. Commentators like Friedman seldom think of technology as a set of tools, but that's exactly the appropriate framework.
The idea that human adaptability needs to be proportional to technological change is wrong in multiple ways. Advances in technology should produce tools that are more powerful, cheaper, and generally easier to use. All other things being equal, better tech should require less adaptability than less sophisticated tech. Whether we are talking about automatic transmissions or USB ports or natural language processing, the objective is to make things easier.
It's important to step back for a moment at this point and distinguish between the adapting that an individual has to do and what a society has to do collectively. Even the most tech savvy among us struggle now and then with a new development, but if we really are talking about an advance, the learning curve on the new technology should be better than the learning curve on the old.
I don't buy all of Novak's take on this (more on that later if I get around to it), but, on the whole, this is an exceptionally sharp analysis:
Rolling Stone’s Matt Taibbi first flagged the graph in a blog post today. The graph shows technology (which is never defined) and its rate of change (which is never defined) and human adaptability (which is never defined). It’s the kind of thing you might see scrawled in feces in Ted Kaczynski’s prison cell but it’s now been conveniently committed to paper and given a much wider audience.
...
The truth is that technological adoption isn’t necessarily speeding up. Just look at consumer goods like television. In 1950 just 8 percent of Americans had a TV. Four years later, in 1954, a whopping 59 percent of American households had a TV. Here we are on the cusp on 2017 and I’m having a hard time thinking of any consumer technology that made any comparable jump since 2012.
Or let’s go back further. The Great Depression was a desperate time for most Americans. But technological leaps didn’t stop. Look at the mechanical refrigerator as another example of rapid change in a relatively short period of time. Just 8 percent of American households had a fridge in 1930. By the end of the decade roughly 44 percent had one. People much smarter than myself have argued that refrigeration did more to shape the United States than most other technologies of the 20th century. Yes, smartphones are revolutionary. But refrigeration tech arguably changed America as much, if not more.
The adoption rates of early and mid-20th Century consumer technology are even more impressive when you consider infrastructure. I'd argue that the percentage of American households with mechanical refrigerators in 1939 is, in many ways, less relevant than the percentage of electrified households with refrigerators that year. By the same token, a large part of the country didn't get TV stations until the mid-50s and yet we still hit 59%. Viewed this way, consumers were considerably more eager to adopt new technology in the mid-2oth Century than they are today.
William Turton has a series that you really need to be following. The first and the third articles address Facebook's fake news problem. The second describes how the company managed to spin a failed test of a major initiative as an unqualified success.
In a related article, Michael Nunez describes how the company slow-walked its response to the fake news problem due to fear of conservative backlash.
Picking up on Joseph's recent post (which in turn picked up on Jared Bernstein's earlier post), specifically this part:
When the benefits of trade are broadly spread then everyone benefits. But capturing all of the benefits and then using that political power to seize additional benefits is a great way to get very powerful but it runs the risk of undermining the political calculation. After all, if trade is the way that the "rich get richer" and the "poor get even less" then it starts to look like a very bad deal.
Let's focus on the first sentence. This is a completely conventional assertion and it's entirely valid if you make certain standard (and always implicit) assumptions about what it means to benefit from a transaction. Unfortunately, the reasoning does not stand well when wee start tweaking that assumption.
A few years ago, we ran a post discussing different ways of viewing wealth. One of the approaches we covered was ordinal wealth, the idea that, in some situations, total wealth might be less important (or a less useful metric) than wealth-rank. In terms of social status, political power, and personal satisfaction, being the richest man in town with say $10 million in the bank might be preferable to having $15 million but not breaking the top five.
There is no obvious reason why absolute wealth should be a better central metric than ordinal wealth and other relative measures – you can almost certainly find cases where each is appropriate – but if we do allow for the possibility that relative measures might sometimes work better, all sorts of cherished economic truths start to look fairly shaky.
Maybe I'm missing something, but pretty much all the assurances we've heard about how enlightened self interest will keep us on the right track seem to assume that rational actors will seek to optimize absolute wealth. If the rich and powerful are more concerned with maximizing relative position, it's difficult to see where that enlightenment would come in.
Following up on the previous post, here is a bit of background on the recent, widely-mocked graphs from Thomas Friedman. Though it was the first that prompted the most derision, the second graph might actually merit a bit more attention.
At this point, it is helpful to have a bit of background on Friedman's ideas about modern pedagogy. Friedman
has enormous faith in the power of technology to revolutionize
education. Unfortunately, he appears to have no idea how antiquated his
view of educational technology is, or how badly his ideas have fared
in the past. Here's what we had to say on the subject back in 2013.
While pulling together some material for a MOOC thread, I came across
these two passages that illustrated how old much of today's cutting
edge educational thinking really is.
"
Experts in given fields broadcast lessons for pupils within the many
schoolrooms of the public school system, asking questions, suggesting
readings, making assignments, and conducting test. This mechanize is
education and leaves the local teacher only the tasks of preparing for
the broadcast and keeping order in the classroom."
For
relatively little money, the U.S. could rent space in an Egyptian
village, install two dozen computers and high-speed satellite Internet
access, hire a local teacher as a facilitator, and invite in any
Egyptian who wanted to take online courses with the best professors in
the world, subtitled in Arabic.
I know I've made this point before,
but there are a lot of relevant precedents to the MOOCs, and we would
have a more productive discussion (and be better protected against false
starts and hucksters) if people like Friedman would take some time to
study up on the history of the subject before writing their next column.
* If you have any interest in the MOOC debate, you really ought to read this Wikipedia article on Distance Learning.
The deeply flawed premise through which elites have long operated is that trade is a net plus for everyone as long as the winners compensate the losers. But in the real world, the winners both fail to do so and use their winnings to buy tax and deregulatory policies that further screw the losers.
Insofar as this point is correct, there is a very short-sighted dynamic going on in modern politics. After all, trade has the potential to greatly improve human life and has been a key element to the development of civilization. Just look at the Silk Road.
When the benefits of trade are broadly spread then everyone benefits. But capturing all of the benefits and then using that political power to seize additional benefits is a great way to get very powerful but it runs the risk of undermining the political calculation. After all, if trade is the way that the "rich get richer" and the "poor get even less" then it starts to look like a very bad deal.
There are stable outcomes that lead to everyone being worse off, and we should guard against them. For trade, I think we need to think very carefully about how we distribute the benefits from trade throughout society.
[the next few of these come in response to this Matt Taibbi piece in Rolling Stone brought to our attention by Andrew Gelman.]
There is a lot of silliness to unpack here. Friedman has always been really bad on technology. A once solid reporter Peter-Principled into the role of "deep thinker" columnist, he spends his time cheerfully regurgitating flawed conventional wisdom on the subject. This is particularly notable with one of his favorite topics, MOOCs, but more on that later.
For now, though, I want to briefly address a side issue that is been bothering me for a long time, the way Friedman and other writers in the field have come to use the term "moonshot."
If we are talking about Apollo program as a template for projects to advance science and technology, it needs to mean "do something very big on a very aggressive schedule by spending huge amounts of money as fast as you can." Of course, there were other contributing factors, but if you want the bullet point explanation, that's it. For a relatively brief period, political and economic conditions lined up so that the LBJ administration was able to convince the country to let it spend somewhere close to 5% of the federal budget in direct and indirect funding for what was, in the short term, almost entirely a symbolic accomplishment. Even under ideal conditions that was a tough sell.
Did the program eventually pay for itself? Possibly many times over. Most scientific research provides a good return on investment. In terms of immediate payout however, we showed the world that we could beat the Russians to the moon, we produced a genuinely inspirational moment for the nation, and we provided work for as many engineers as the country could supply. That was about it.
The pour-as-much-money-as-possible-as-fast-as-possible-onto-the-problem model does not work equally well in all situations and it may not be the best approach overall, but it was the model for most of the achievements that the "visionaries" of today are so fond of invoking.
Today, "moonshot" has come to mean pick some cool-sounding futuristic project, hype it with a comically vague proposal, a few neat 3-D graphics, and the inevitable TED Talk, then proceed with some half-assed R&D, making sure to give overblown press conferences for anything that can be packaged as an advance. If it all possible, combine the story with a profile of a visionary Silicon Valley billionaire.
The purpose of today's "moonshots" is to make us all feel excited about living on the verge of a bright and wonderful future without actually having to do any of the work or make any of the sacrifices required to bring that future to fruition.
Aesthetically, I much prefer the first, but I think the second might do a better job conveying information. I have a feeling that I ought to be able to draw a connection between these and graphical representations of more traditional data. Maybe something will come to me over the weekend.
I've been making the point for a while now that the evangelical movement that I grew up with in the Bible Belt is radically different from the evangelical movement of today. I was aware that something was changing for a while, but the nature and the extent of the change crystallized for me when I readd this 2004 article from Slate:
Next Stop, Bethlehem?
By David Sarno
The Polar Express is the tale of a boy's dreamlike train ride to the North Pole to meet Santa Claus. Like all stories worth knowing, it's rich enough in image and feeling to accommodate many interpretations. Chris Van Allsburg, the author of the book, calls his story a celebration of childhood wonder and imagination. William Broyles Jr., one of the screenwriters of this year's film version, calls it a kind of Odyssey in which a hero undertakes a mythic, perilous journey of self-discovery. And Paul Lauer, who is a key player in the film's marketing apparatus, sees The Polar Express as a parable for the importance of faith in Jesus Christ.
Lauer's firm, Motive Entertainment, is best known for coordinating the faith-based marketing of The Passion of the Christ. Motive helped spread early word of mouth about the filmby holding screenings for church groups and talking the movie up to religious leaders. When The Passion took in a stunning $370 million at the box office, making it the highest-grossing R-rated film in history, Lauer and his cohorts got a lot of the credit. Earlier this year, Motive was hired by Warner Bros. to promote The Polar Express to Christians. But wait, is The Polar Express an evangelical film?
You'd certainly think so, considering the expansive campaign of preview screenings, radio promotion, DVDs, and online resources that Lauer unfurled in the Christian media this fall. This Polar Express downloads page includes endorsements from pastors and links to church and parenting resources hosted by the Christian media outlet HomeWord. There are suggestions for faith-building activities and a family Bible-study guide that notes, for example, the Boy's Christ-like struggle to get the Girl a train ticket. "The Boy risked it all to recover the ticket," the guide observes. "Jesus gave His all to save us from the penalty of our sins."
HomeWord Radio, which claims to reach more than a million Christian parents daily, broadcast three shows promoting the film. At one point, the show's host wondered excitedly if the movie "might turn out to be one of the more effective witnessing tools in modern times." Motive also produced a promotional package that was syndicated to over 100 radio stations in which Christian recording artists like Amy Grant, Steven Curtis Chapman, and Avalon talked about the movie as they exited preview screenings.
…
Some audience members—and a few Christian film critics—would argue that Santa Claus isn't necessarily a stand-in for Jesus Christ. Last month, Lauer told the Mobile Register that he sees The Polar Express as a parable, "not a movie about belief in God." But when Lauer speaks to a Christian audience, he tells a different story. Lauer told HomeWord Radio that when he asked Robert Zemeckis about all the biblical parallels he was seeing in the film, the director "winked and said, 'Nothing in a movie this big ends up in the script by accident.' " (Zemeckis was traveling and wasn't available for comment.)
This is a spectacular example of getting the pertinent details of the story right and yet completely missing the point. In another piece, the understatement of “Santa Claus isn't necessarily a stand-in for Jesus Christ” would be sharply comic but Sarno seems to be completely oblivious to the joke.
I know we overuse the clip of the minister gunning down Santa in the middle of a children's sermon, but it illustrates an important point.
Over the past few years the evangelical movement has abandoned the majority of its most deeply held theological beliefs (think of how doctrinal differences with Catholics and, even more notably, Mormons have been put aside). It is not at all coincidental the beliefs that were abandoned were uniformly inconvenient from a political standpoint. The conservative movement has both weaponized and secularized the evangelical movement with remarkable success.
Traditionally, evangelicals were more concerned with the potential corruption of their own religion (frequently to the point of paranoia) than with what others were practicing. Christmas was a particularly hot-button issue. In the eyes of several good Southern Baptist ministers, the holiday had become unacceptably commercial, cultural rather than religious, and, in many ways, pagan. Most of the music, imagery, and traditions had nothing to do with the nativity, the "reason for the season." Often, this general hostility toward secular Christmas celebrations focused on Santa Claus.
Like many religious practices, the no-Santa rule could look a bit silly when viewed from the outside, but there's nothing unreasonable about adherents of a particular faith wanting to maintain what they see as the original meaning of a religious holiday. Growing up, I found these attitudes and the little lectures that often accompanied them painfully annoying, but, even though I disagreed, I could see where they were coming from from a theological standpoint.
Now, evangelicalism is a religious movement stripped of its religious elements. There is no scriptural foundation for tax cuts for the rich, deregulating greenhouse gases, or Donald Trump, but those are the defining issue of the movement of today.
Of course, evangelicals are not monolithic. There are many within the movement, some in positions of authority, who object to these obvious deviations from their original core principles. There are indications that the resistance is gaining momentum, and it is entirely possible that in a few years we will have to rethink our assumptions about evangelical Christians and politics. For now, though, this is a cultural (social reactionary) and political (far right) movement, not a religious one, and trying to think of it in any terms that these is misguided.