Posts Tagged ‘data’
“What people these days call ‘Vibes’ is a smell, a taste of the soul”*…
Up? Down? Better? Worse? What’s actually going on in our economy? Noah Smith on the asymmetric warfare going on around that question…
As we gear up for election season, a big debate is whether the U.S. economy is doing well or not. Biden supporters point to extremely low unemployment, falling inflation, and real wages that have started rising again. Biden opponents — including both conservatives and socialists — contend that the inflation of 2021-22 left such a severe scar on Americans’ pocketbooks that low consumer confidence is perfectly justified. Biden supporters counter that since inflation has come down — and was never as severe as in the 1970s — the anger over the economy is just “vibes”.
Basically, the Biden supporters are right; the U.S. economy is truly excellent right now. Inflation looks beat, everyone has a job, incomes and wealth are rising, and so on. But on the other hand, I can’t command people to simply stop being mad about the inflation that reduced their purchasing power back in 2021-22. People care about what they care about.
At the same time, though, I think it’s possible for negative narratives about the economy to take hold among the general populace and distort people’s understanding of what’s actually going on. For example, John Burn-Murdoch of the Financial Times recently found [gift article] that consumer sentiment closely tracks real economic indicators in other countries, but has diverged in America since 2020:
Now this could be because Americans simply care about different things than Europeans; we might simply have started to really really hate interest rates since 2021, while Europeans didn’t. But a simpler explanation is that Americans’ negative sentiment is due to something other than economic indicators. And it’s possible that that “something” is a negative narrative — i.e., vibes…
“Vibes vs. data”
Indeed, as Burn-Murdoch observes in his analysis…
… It seems US consumer sentiment is becoming the latest victim of expressive responding, where people give incorrect answers to questions to signal wider tribal political or social affiliations. My advice: if you want to know what Americans really think of economic conditions, look at their spending patterns. Unlike cautious Europeans, US consumers are back on the pre-pandemic trendline and buying more stuff than ever…
“Should we believe Americans when they say the economy is bad?” (gift article)
But why? Jonathan Kirshner‘s review of Martin Wolf‘s important book The Crisis of Democratic Capitalism, suggest an unsettling answer…
The Crisis of Democratic Capitalism is an essential read for its articulation of the perilous crossroads at which the future of enlightened liberal civilization now stands. Wolf argues persuasively that, for all their visible flaws and imperfections, competitive market capitalism and liberal democracy are the best bad systems available for organizing human societies. And each requires the other to thrive—“[b]ut this marriage between those complementary opposites […] is always fragile.” Capitalism has been allowed to run amok, and it has elicited a backlash that threatens democracy…
Wolf’s central argument is that capitalism and democracy are inherently interdependent, yet also often in tension with one another—and managing the balance of that indispensable relationship is akin to walking a tightrope. In traditional autocracies, the economy has been captured by those that control the state, and that control is the basis of their power (which is why they are so reluctant to let go of the reins of authority). Liberal democracies today face the inverse problem: the capture of the state by those that control the economy. This is plutocracy, and aside from the injustice it visits on societies, it is also profoundly dangerous, because in democratic plutocracies (like the United States today), the simmering frustrations of mass polities will at some point lead to the voluntary election of an autocrat: “[I]nsecurity and fear are gateways to tyranny.” Decades of stagnant incomes, rising inequality, and the erosion of high-quality jobs for the middle class and the less-educated have allowed the relationship between capitalism and democracy to become dangerously unbalanced. The Crisis of Democratic Capitalism argues that the fault lies with the failure of public policy to tame the excesses of capitalism; it warns that those excesses will unleash the forces that destroy democracy.
Economic inequality, on the rise for 50 years, has soared to ever greater extremes in recent decades. As Wolf reports, from 1993 to 2015, the real income of the top 1 percent of the population in the United States nearly doubled; for everybody else, over those same years, aggregate real income grew by 14 percent. More pointedly, as the very rich got much, much richer from 2005 to 2014, 81 percent of US households had flat or falling real income—a weighty reminder that we continue to live in a world defined by the Global Financial Crisis and its aftermath…
… the financialization of the economy, especially after the 1990s, and the fortunes amassed from that process, were part and parcel of a larger shift towards “rigged capitalism”—the emergence of which The Crisis of Democratic Capitalism places at the heart of the matter. In a remarkable (and laudable) intellectual evolution, Wolf, who welcomed and celebrated the Thatcher revolution in Britain, and not so long ago penned the book Why Globalization Works (2004), now attributes the crisis of our time to “what Adam Smith warned us against—the tendency of the powerful to rig the economic and political systems against the rest of society.” Superseding a well-ordered market society, rigged capitalism—a toxic brew of developments and practices including financialization, winner-take-all markets, reduced competition, increased rent-seeking behavior (the use of concentrated economic power to extract monopoly profits), tax avoidance and evasion, and the erosion of ethical standards—has led to a widespread loss of confidence in the legitimacy of democracy…
These pathologies run deep, and well below the headlines. The use of political power to undermine competition—which must thrive at the heart of any capitalist society—is an endemic attribute of rigged capitalism. (And it is why we pay higher prices for most things than a “free market” would levy.) Many if not most giant corporations are now monopolies or near-monopolies, a situation that, as any card-carrying professional economist of even the most conservative stripe would agree, generates inefficiencies, rent-seeking behavior, and outright exploitation. Many markets have become shielded, protections reinforced by access to the corridors of power, with wealth extracted from consumers (and workers) in consequence: consider the atrocity of unskilled workers in fast food restaurants being forced to sign “non-compete” clauses, an act of collusive wage suppression.
Rigged capitalism—which yields massive concentrations of wealth for a sliver of largely-above-the-law plutocrats, combined with stagnation and declining opportunities for the majority—leads to a basic political problem: “How, after all, does a political party dedicated to the material interests of the top 0.1 percent of the income distribution win and hold power in a universal suffrage democracy? The answer is pluto-populism.” This is where race, identity politics, and the culture wars come into play. The century-long political hammerlock held by the Democratic Party on the Old South was based on voter suppression and other devices that guaranteed, for working-class whites, greater economic opportunity, access to the legal system, and higher social status than Blacks, in exchange for their political support. Bob Dylan, at 22 years old, saw through this in his song “Only a Pawn in Their Game” (1964)—and nearly 60 years later, that game hasn’t changed much…
rigged capitalism will nevertheless unleash forces not easily contained—and render liberal democracy unsustainable. As political scientist Rawi Abdelal has argued, “the social fact of unfairness is more important than the material fact of income and wealth distribution.” Endemic corruption, arbitrariness of justice, and fear for future prospects are poisonous to the body politic, undermining shared perceptions of the legitimacy of democratic society. In such settings, past and present, fear, despair, and frustration create the space for charismatic personalist authoritarians peddling promises of deliverance but who, once in power, consolidate their hold on the state by undermining the institutional constraints on their authority. And so, democracy dies from within.
What is bewildering about the American case is not that it has witnessed the rise of a leader who, as Wolf describes, “not only had no idea what a liberal democracy was but despised the idea,” and who was “instinctively authoritarian”—this, after all, is what pluto-populism conjures. What remains bizarre, however, is that, of all the possible choices, a hedonistic, ethically suspect, narcissistic grifter—who for decades was a signature beneficiary of rigged capitalism—would emerge as the people’s choice. Yet Donald Trump, like the gargantuan Stay-Puft Marshmallow Man from Ghostbusters, has been summoned by a collective subconscious rage to act as a malevolent score-settling agent of destruction…
“Rigged Capitalism and the Rise of Pluto-populism: On Martin Wolf’s ‘The Crisis of Democratic Capitalism’”
All three articles– and Wolf’s book– are eminently worth reading in full.
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As we ponder populism, we might recall that it was on this date in 1865 that the 27th state (Georgia) ratified the 13th Amendment to the U.S. Constitution, abolishing slavery and involuntary servitude (except as punishment for a crime). Proclaimed on December 18, it was the first of the three Reconstruction Amendments adopted following the American Civil War.
The Emancipation Proclamation (made in September 1862; effective January 1, 1863) had freed all current slaves in the U.S. (though as a practical matter freedom took years longer). The Thirteenth Amendment assured that it would never be reinstated.

“Don’t let us forget that the causes of human actions are usually immeasurably more complex and varied than our subsequent explanations of them”*…
Further, in a fashion, to yesterday’s post: Patricia Fara explains how the tension between religion and science as arbiters of knowledge came to head in the French Revolution, and how that inspired Lambert Adolphe Jacques Quetelet, a Belgian astronomer, mathematician, statistician, and sociologist, to introduce a radically new way of thinking about human beings:
… God had been forcefully excluded from astronomy during the French Revolution, when Pierre-Simon Laplace rewrote Newton’s ideas to create his deterministic cosmos, in which scientific laws govern every movement of every planet with no need for divine intervention. Inspired by this success, a Belgian astronomer called Alphonse Queteler decided that human societies are also controlled by laws. Each country has its own statistical patterns that remain constant from year to year–suicide and crime rates, for instance–and so Quetelet suggested that an ‘average man’ can consistently encapsulate a nation’s characteristics. Politicians should, Quetelet prescribed, operate like social physicists and try to improve average behaviour rather than worry about extreme anomalies. For him, variations from the statistical mean were–like planetary wobbles–imperfections to be smoothed out so that overall progress could be ensured.
Quetelet had introduced a radically new way of thinking about human beings. As one of his admirers put it, ‘Man is seen to be an enigma only as an individual, in mass, he is a mathematical problem.’ Quetelet’s successors took his ideas in many different directions. For one thing, his work was valuable politically because it could be interpreted in different ways. While conservatives insisted that little could be done to alter the current system, radicals accused governments of impeding the natural course of progress, and Utopians–such as Karl Marx–envisaged harmonious societies governed by nature’s own laws guaranteeing improvement. Data collection projects proliferated, and statisticians searched for laws governing every aspect of life, ranging from the weather to the growth of civilization, from stock market fluctuations to the incidence of disease. Many scientists took their ideas from Quetelet rather than from abstract textbooks–but they added their own twist. Whereas Quetelet regarded individual deviations from the norm as errors to be eliminated, scientists set out to study how variations occur…
An excerpt from Fara’s Science: A Four Thousand Year History, via the invaluable Delanceyplace.com (@delanceyplace): “God, Science, and Data.”
* Fyodor Dostoevsky, The Idiot
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As we focus on frames, we might spare a thought for a man who kept his eye on the individual, Wilhelm Reich. A medical doctor and psychoanalyst, he was a member of the second generation of analysts after Sigmund Freud. Reich developed a system of psychoanalysis concentrating on overall character structure, rather than on individual neurotic symptoms. His early work on psychoanalytic technique was overshadowed by his involvement in the sexual-politics movement and by “orgonomy,” a pseudoscientific system he developed. He also built a device he called a cloud buster, with which he claimed he could manipulate the weather by manipulating the “orgone” in the atmosphere. Reich’s claims aroused much controversy; and he was taken to court for fraud by the Food and Drug Administration (FDA). The court ordered his books and research burned and his equipment destroyed. Reich was sentenced to prison where he died of heart failure on this date in 1957.
“Visualization gives you answers to questions you didn’t know you had”*…
Physical representations of data have existed for thousands of years. The List of Physical Visualizations (and the accompanying Gallery) collect illustrative examples, e.g…
5500 BC – Mesopotamian Clay Tokens
The earliest data visualizations were likely physical: built by arranging stones or pebbles, and later, clay tokens. According to an eminent archaeologist (Schmandt-Besserat, 1999):
“Whereas words consist of immaterial sounds, the tokens were concrete, solid, tangible artifacts, which could be handled, arranged and rearranged at will. For instance, the tokens could be ordered in special columns according to types of merchandise, entries and expenditures; donors or recipients. The token system thus encouraged manipulating data by abstracting all possible variables. (Harth 1983. 19) […] No doubt patterning, the presentation of data in a particular configuration, was developed to highlight special items (Luria 1976. 20).”
Clay tokens suggest that physical objects were used to externalize information, support visual thinking and enhance cognition way before paper and writing were invented…
There are 370 entries (so far). Browse them at List of Physical Visualizations (@dataphys)
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As we celebrate the concrete, we might carefully-calculated birthday greetings to Rolf Landauer; he was born on this date in 1927. A physicist, he made a number important contributions in a range of areas: the thermodynamics of information processing, condensed matter physics, and the conductivity of disordered media.
He is probably best remembered for “Landauer’s Principle,” which described the energy used during a computer’s operation. Whenever the machine is resetting for another computation, bits are flushed from the computer’s memory, and in that electronic operation, a certain amount of energy is lost (a simple logical consequence of the second law of thermodynamics). Thus, when information is erased, there is an inevitable “thermodynamic cost of forgetting,” which governs the development of more energy-efficient computers. The maximum entropy of a bounded physical system is finite– so while most engineers dealt with practical limitations of compacting ever more circuitry onto tiny chips, Landauer considered the theoretical limit: if technology improved indefinitely, how soon will it run into the insuperable barriers set by nature?
A so-called logically reversible computation, in which no information is erased, may in principle be carried out without releasing any heat. This has led to considerable interest in the study of reversible computing. Indeed, without reversible computing, increases in the number of computations per joule of energy dissipated must eventually come to a halt. If Koomey‘s law continues to hold, the limit implied by Landauer’s principle would be reached around the year 2050.
“Foresight begins when we accept that we are now creating a civilization of risk”*…
There have been a handful folks– Vernor Vinge, Don Michael, Sherry Turkle, to name a few– who were, decades ago, exceptionally foresightful about the technologically-meditated present in which we live. Philip Agre belongs in their number…
In 1994 — before most Americans had an email address or Internet access or even a personal computer — Philip Agre foresaw that computers would one day facilitate the mass collection of data on everything in society.
That process would change and simplify human behavior, wrote the then-UCLA humanities professor. And because that data would be collected not by a single, powerful “big brother” government but by lots of entities for lots of different purposes, he predicted that people would willingly part with massive amounts of information about their most personal fears and desires.
“Genuinely worrisome developments can seem ‘not so bad’ simply for lacking the overt horrors of Orwell’s dystopia,” wrote Agre, who has a doctorate in computer science from the Massachusetts Institute of Technology, in an academic paper.
Nearly 30 years later, Agre’s paper seems eerily prescient, a startling vision of a future that has come to pass in the form of a data industrial complex that knows no borders and few laws. Data collected by disparate ad networks and mobile apps for myriad purposes is being used to sway elections or, in at least one case, to out a gay priest. But Agre didn’t stop there. He foresaw the authoritarian misuse of facial recognition technology, he predicted our inability to resist well-crafted disinformation and he foretold that artificial intelligence would be put to dark uses if not subjected to moral and philosophical inquiry.
Then, no one listened. Now, many of Agre’s former colleagues and friends say they’ve been thinking about him more in recent years, and rereading his work, as pitfalls of the Internet’s explosive and unchecked growth have come into relief, eroding democracy and helping to facilitate a violent uprising on the steps of the U.S. Capitol in January.
“We’re living in the aftermath of ignoring people like Phil,” said Marc Rotenberg, who edited a book with Agre in 1998 on technology and privacy, and is now founder and executive director for the Center for AI and Digital Policy…
As Reed Albergotti (@ReedAlbergotti) explains, better late than never: “He predicted the dark side of the Internet 30 years ago. Why did no one listen?“
Agre’s papers are here.
* Jacques Ellul
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As we consider consequences, we might recall that it was on this date in 1858 that Queen Victoria sent the first official telegraph message across the Atlantic Ocean from London to U. S. President James Buchanan, in Washington D.C.– an initiated a new era in global communications.
Transmission of the message began at 10:50am and wasn’t completed until 4:30am the next day, taking nearly eighteen hours to reach Newfoundland, Canada. Ninety-nine words, containing five hundred nine letters, were transmitted at a rate of about two minutes per letter.
After White House staff had satisfied themselves that it wasn’t a hoax, the President sent a reply of 143 words in a relatively rapid ten hours. Without the cable, a dispatch in one direction alone would have taken rouighly twelve days by the speediest combination of inland telegraph and fast steamer.










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