“Splendid Tutorial” of Bitcoin, Distributed Ledgers, and Smart Contracts

(p. A13) ‘The future is already here–it’s just not very evenly distributed.” The aphorism coined by novelist William Gibson explains why Andrew McAfee and Erik Brynjolfsson’s tour of the technologies that are shaping the future of business, “Machine, Platform, Crowd: Harnessing Our Digital Future,” contains sights that are already familiar and others that are not. This is a book for managers whose companies sit well back from the edge and who would like a digestible introduction to technology trends that may not have reached their doorstep–yet.
. . .
In the penultimate chapter, the authors present a splendid tutorial on things that are too new for most civilians to have gained a good understanding of–cryptocurrencies like Bitcoin, distributed ledgers, and smart contracts. The authors present the theoretical possibility that conventional contracts and the human handling of disputes could be rendered obsolete by dense networks of sensors in the physical world and extremely detailed contracts anticipating all contingencies so that machines alone can handle enforcement. But they show that computing power, however much it grows, seems unlikely to replace the human component for dispute resolution.

For the full review, see:
Randall Stross. “BOOKSHELF; The Future On Fast Forward; GE used ‘crowdfunding’ to gauge interest in a new ice maker. McDonald’s has begun adding self-service ordering in all its U.S. locations..” The Wall Street Journal (Thurs., July 6, 2017): A13.
(Note: ellipsis added.)
(Note: the online version of the review has the date July 5, 2017.)

The book under review, is:
McAfee, Andrew, and Erik Brynjolfsson. Machine, Platform, Crowd: Harnessing Our Digital Future. New York: W. W. Norton & Company, 2017.

Who Was the Breakfast Cereal Innovator?

(p. A15) . . . , it turns out that the turn-of-the-last-century origin and evolution of the cereal industry was a very nasty and unpleasant bit of business, as Howard Markel chronicles in “The Kelloggs: The Battling Brothers of Battle Creek.”
. . .
The Kelloggs (and others) thought that an easily digestible corn cereal might solve all the problems. The birth of breakfast cereal is a tortured tale. Both Kellogg brothers would insist on having made the crucial innovations, as would others, including the most successful copycat, C.W. Post, who moved to Battle Creek to make his new Shredded Wheat. Shredded Wheat became a top seller after John failed to conclude a deal to buy Post’s company and, worse, refused to aggressively sell the Kellogg cereal because he thought it unseemly for a medical doctor, and his increasingly famous sanitarium (“the San”), to sell a commercial product.
Through it all, John’s younger brother, Will–a plump, colorless, diligent numbers man–served as his long-suffering factotum. “The doctor was the San’s showman and carnival barker,” Mr. Markel writes, “while Will kept the place running smoothly and served as a brake to his brother’s tendency to make poor and costly business decisions.” Mr. Markel’s portrayal of the sibling dynamic edges a bit into a Scrooge-and-Cratchit stereotype, though it is amply backed up by anecdotes, such as the many times poor Will was obliged to take dictation while John sat on the toilet.
In 1905, after 25 years of this, Will said “enough.” He made a deal with John to leave the San and start a cereal company of his own, which in time became a global conglomerate.

For the full review, see:
Bryan Burrough. “BOOKSHELF; The Battle of Battle Creek.” The Wall Street Journal (Mon., Aug. 14, 2017): A15.
(Note: ellipses added.)
(Note: the online version of the review has the date Aug. 13, 2017, and has the title “BOOKSHELF; The Birth of a Cereal Empire.”)

The book under review, is:
Markel, Howard. The Kelloggs: The Battling Brothers of Battle Creek. New York: Pantheon, 2017.

Inventor Haber and Entrepreneur Bosch Created “an Inflection Point in History”

(p. C7) . . . , Mr. Kean’s narrative of scientific discovery jumps back and forth. The first episode narrated in detail is Fritz Haber and Carl Bosch’s conversion of nitrogen into ammonia, the crucial step in producing artificial fertilizer, which Mr. Kean characterizes as “an inflection point in history” that in the 20th century “transformed the very air into bread.” The process consumes 1% of the global energy supply, producing 175 million tons of ammonia fertilizer a year and generating half the world’s food. Haber and Bosch both won Nobel Prizes but were subsequently tainted by their involvement in developing chlorine gas for the German military.
The book’s middle section turns back the clock to steam power, the technology that launched the Industrial Revolution. James Watt was its master craftsman, though Mr. Kean confesses that, as “a sucker for mechanical simplicity,” he regards Watt’s pioneering engine, with its separate condenser, as “a bunch of crap cobbled together.” A more elegant application of gases was Henry Bessemer’s process for making steel, which used blasts of compressed air to make obsolete the laborious and energy-hungry mixing of liquid cast iron and carbon.

For the full review, see:
Mike Jay. “Adventures in the Atmosphere.” The Wall Street Journal (Sat., July 22, 2017): C7.
(Note: ellipsis added.)
(Note: the online version of the review has the date July 21, 2017.)

The book under review, is:
Kean, Sam. Caesar’s Last Breath: Decoding the Secrets of the Air Around Us. New York: Little, Brown and Company, 2017.

“Shannon’s Principles of Redundancy and Error Correction”

(p. C7) There were four essential prophets whose mathematics brought us into the Information Age: Norbert Wiener, John von Neumann, Alan Turing and Claude Shannon. In “A Mind at Play: How Claude Shannon Invented the Information Age,” Jimmy Soni and Rob Goodman make a convincing case for their subtitle while reminding us that Shannon never made this claim himself.
. . .
The only one of the four Information Age pioneers who was also an electrical engineer, Shannon was practical as well as brilliant.
. . .
Wiener’s theory of information, drawing on his own background in thermodynamics, statistical mechanics and the study of random processes, was cloaked in opaque mathematics that was impenetrable to most working engineers.
. . .
“Before Shannon,” Messrs. Soni and Goodman write, “information was a telegram, a photograph, a paragraph, a song. After Shannon, information was entirely abstracted.” He derived explicit formulas for rates of transmission, the capacity of an ideal channel, ability to correct errors and coding efficiency that could be understood by anyone familiar with logarithms to the base 2.
Mathematicians use mathematics to understand things. Engineers use mathematics to build things. Engineers love logarithms as a carpenter loves a familiar tool. The electronic engineers who flooded into civilian life in the aftermath of World War II adopted Shannon’s theory as passionately as they had avoided Wiener’s, bringing us the age of digital machines.
. . .
Despite the progress of technology, we still have no clear understanding of how memories are stored in our own brains: Shannon’s principles of redundancy and error correction are no doubt involved in preserving memory, but how does the process work and why does it sometimes fail? Shannon died of Alzheimer’s disease in February 2001. The mind that gave us the collective memory we now so depend on had its own memory taken away.

For the full review, see:
George Dyson. “The Elegance of Ones and Zeroes.” The Wall Street Journal (Sat., July 22, 2017): C7.
(Note: ellipses added.)
(Note: the online version of the review has the date July 21, 2017.)

The book under review, is:
Soni, Jimmy, and Rob Goodman. A Mind at Play: How Claude Shannon Invented the Information Age. New York: Simon & Schuster, 2017.

Employment Grows as Productivity Rises

(p. C3) In a recent paper prepared for a European Central Bank conference, the economists David Autor of MIT and Anna Salomons of Utrecht University looked at data for 19 countries from 1970 to 2007. While acknowledging that advances in technology may hurt employment in some industries, they concluded that “country-level employment generally grows as aggregate productivity rises.”
The historical record provides strong support for this view. After all, despite centuries of progress in automation and recurrent warnings of a jobless future, total employment has continued to increase relentlessly, even with bumps along the way.
More remarkable is the fact that today’s most dire projections of jobs lost to automation fall short of historical norms. A recent analysis by Robert Atkinson and John Wu of the Information Technology & Innovation Foundation quantified the rate of job destruction (and creation) in each decade since 1850, based on census data. They found that an incredible 57% of the jobs that workers did in 1960 no longer exist today (adjusted for the size of the workforce).
Workers suffering some of the largest losses included office clerks, secretaries and telephone operators. They found similar levels of displacement in the decades after the introduction of railroads and the automobile. Who is old enough to remember bowling alley pin-setters? Elevator operators? Gas jockeys? When was the last time you heard a manager say, “Take a memo”?
. . .
. . . , if artificial intelligence is getting so smart that it can recognize cats, drive cars, beat world-champion Go players, identify cancerous lesions and translate from one language to another, won’t it soon be capable of doing just about anything a person can?
Not by a long shot. What all of these tasks have in common is that they involve finding subtle patterns in very large collections of data, a process that goes by the name of machine learning.
. . .
But it is misleading to characterize all of this as some extraordinary leap toward duplicating human intelligence. The selfie app in your phone that places bunny ears on your head doesn’t “know” anything about you. For its purposes, your meticulously posed image is just a bundle of bits to be strained through an algorithm that determines where to place Snapchat face filters. These programs present no more of a threat to human primacy than did automatic looms, phonographs and calculators, all of which were greeted with astonishment and trepidation by the workers they replaced when first introduced.
. . .
The irony of the coming wave of artificial intelligence is that it may herald a golden age of personal service. If history is a guide, this remarkable technology won’t spell the end of work as we know it. Instead, artificial intelligence will change the way that we live and work, improving our standard of living while shuffling jobs from one category to another in the familiar capitalist cycle of creation and destruction.

For the full commentary, see:
Kaplan, Jerry. “Don’t Fear the Robots.” The Wall Street Journal (Sat., June 22, 2017): C3.
(Note: ellipses added.)
(Note: the online version of the commentary has the date June 21, 2017.)

The David Autor paper, mentioned above, is:

Autor, David, and Anna Salomons. “Does Productivity Growth Threaten Employment?” Working Paper. (June 19, 2017).

The Atkinson and Wu report, mentioned above, is:
Atkinson, Robert D., and John Wu. “False Alarmism: Technological Disruption and the U.S. Labor Market, 1850-2015.” (May 8, 2017).

The author’s earlier book, somewhat related to his commentary quoted above, is:
Kaplan, Jerry. Artificial Intelligence: What Everyone Needs to Know. New York: Oxford University Press, 2016.

Disney Stories Give Happiness to the Poor

(p. 1B) If the arts community had been blossoming in north Omaha when Adrienne Brown-Norman was growing up there in the 1960s and ’70s, she may never have moved to California and become a senior illustrator for Disney Publishing Worldwide.
. . .
“Of course, though, I would not ever have met Floyd.”
That would be her husband, Floyd Norman, the now-legendary first African-American artist at Walt Disney Studios.
Floyd Norman, 82, began working for Disney in 1956 and was named a Disney Legend in 2007.
. . .
The Normans recently collaborated with legendary songwriter Richard Sherman (“Mary (p. 5B) Poppins”) on a picture book called “A Kiss Goodnight.”
The book tells the story of how the young Walt Disney was enchanted by fireworks and subsequently chose to send all of his Magic Kingdom guests home with a special kiss goodnight of skyrockets bursting overhead.
. . .
Walt Disney later picked Norman to join the team writing the script for “The Jungle Book.” Disney had seen Norman’s gags posted around the office and recognized a talented storyteller.
“I didn’t think I was a writer, but the old man did,” Norman said. “Then I realized that maybe I am good at this.”
Norman named “The Jungle Book” as his favorite project, because he worked alongside Disney.
. . .
“What I learned from the old man was the technique of storytelling and what made a movie work,” Norman said.
“I had an amazing opportunity to learn from the master. If you were in the room with Walt, it was for a reason. There are a lot of people who wanted to be in that room but didn’t get an invitation.”
. . .
One day at the studio the Normans recall pausing to watch the filming of “Saving Mr. Banks,” the story of Disney’s quest to acquire the rights to film “Mary Poppins.” Norman had worked on the movie and was interested in seeing Tom Hanks’ portrayal of his old boss.
“Tom Hanks rushed from his trailer in full costume to meet Floyd, shouting, ‘Where is that famous animator?’ ” Brown-Norman said. “You don’t expect a man like Tom Hanks to come running up. Then Tom wouldn’t let us leave. He wanted to know more about Walt, and if he was getting it right.”
. . .
“What I enjoy is the love of Disney that made so many people happy,” [Floyd Norman] said. “Maybe they were poor. Maybe they were in a bad home, but they tell me Disney stories gave them an escape. They gave them happiness, and that’s what I like.”

For the full story, see:

Kevin Cole. “Legendary Animator Spread Love of Disney.” Omaha World-Herald (Mon., Aug. 7, 2017): 1B & 5B.

(Note: ellipses, and bracketed name, added.)
(Note: the online version of the story has the title “During Native Omaha Days, Disney’s Floyd Norman and Adrienne Brown-Norman reflect on careers.”)

The book mentioned above, co-authored by Sherman (and illustrated by the Normans), is:
Sherman, Richard, and Brittany Rubiano. A Kiss Goodnight. Glendale, CA: Disney Editions, 2017.

Illegal Immigration Hurts Low-Wage U.S. Workers

(p. C1) Research published a decade after the Mariel boatlift, as well as more recent analyses, concluded that the influx of Cuban migrants didn’t significantly raise unemployment or lower wages for Miamians. Immigration advocates said the episode showed that the U.S. labor market could quickly absorb migrants at little cost to American workers.
But Harvard University’s George Borjas, a Cuban-born specialist in immigration economics, reached very different conclusions. Looking at data for Miami after the boatlift, he concluded that the arrival of the Marielitos led to a large decline in wages for low-skilled local workers.
. . .
(p. C2) Dr. Borjas, who left Cuba in 1962, when he was 12 years old, has long challenged the idea that immigration has few downsides. One of his studies in the early 2000s analyzed decades of national data to conclude that immigrants generally do push down wages for native workers, particularly high-school dropouts.
One Sunday morning in 2015, while working on his book, Dr. Borjas recalls, he decided to revisit the Mariel boatlift. He focused on U.S.-born high-school dropouts and applied more sophisticated analytical methods than had been available to Dr. Card a quarter-century earlier.
Dr. Borjas found a steep decline in wages for low-skilled workers in Miami in the years after the boatlift–in the range of 10% to 30%. “Even the most cursory reexamination of some old data with some new ideas can reveal trends that radically change what we think we know,” he wrote in his initial September 2015 paper.
. . .
Dr. Borjas has spent decades swimming against the tide in his profession by focusing on immigration’s costs rather than its benefits. He said that he sees a parallel to the way many economists look at international trade. Long seen as a positive force for growth, trade is now drawing attention from some economists looking for its ill effects on factory towns. “I don’t know why the profession has this huge lag and this emphasis on the benefits from globalization in general without looking at the other side,” Dr. Borjas said.
. . .
Dr. Borjas’s research, including his recent work on Mariel, has found fans on the other side of the debate. When he testified at a Senate hearing in March 2016, then-Sen. Sessions welcomed his rebuttal to Dr. Card’s paper. “That study, I could never understand it because it goes against common sense of [the] free market: greater supply, lower costs,” Mr. Sessions said. “That’s just the way the world works.”
. . .
Dr. Borjas welcomes what he calls a more realistic approach to immigration under the Trump administration. “If you knew what the options are, who gets hurt and who wins by each of these options, you can make a much more intelligent decision rather than relying on wishful thinking,” he said. “Which is what a lot of immigration, trade debates tend to be about–that somehow this will all work out, and everybody will be happy.”

For the full commentary, see:
Ben Leubsdorf. “The Immigration Experiment.” The Wall Street Journal (Sat., June 17, 2017): C1-C2.
(Note: ellipses added.)
(Note: the online version of the commentary has the date June 16, 2017, and has the title “The Great Mariel Boatlift Debate: Does Immigration Lower Wages?”)

The book by Borjas, mentioned in the passage quoted above, is:
Borjas, George J. We Wanted Workers: Unraveling the Immigration Narrative. New York: W. W. Norton & Company, 2016.

We Are Happier When We Focus on the Future

(p. 1) What best distinguishes our species is an ability that scientists are just beginning to appreciate: We contemplate the future. Our singular foresight created civilization and sustains society. It usually lifts our spirits, but it’s also the source of most depression and anxiety, whether we’re evaluating our own lives or worrying about the nation.
. . .
A more apt name for our species would be Homo prospectus, because we thrive by considering our prospects. The power of prospection is what makes us wise. Looking into the future, consciously and unconsciously, is a central function of our large brain, as psychologists and neuroscientists have discovered — rather belatedly, because for the past century most researchers have assumed that we’re prisoners of the past and the present.
. . .
(p. 6) The central role of prospection has emerged in recent studies of both conscious and unconscious mental processes, like one in Chicago that pinged nearly 500 adults during the day to record their immediate thoughts and moods. If traditional psychological theory had been correct, these people would have spent a lot of time ruminating. But they actually thought about the future three times more often than the past, and even those few thoughts about a past event typically involved consideration of its future implications.
When making plans, they reported higher levels of happiness and lower levels of stress than at other times, presumably because planning turns a chaotic mass of concerns into an organized sequence. Although they sometimes feared what might go wrong, on average there were twice as many thoughts of what they hoped would happen.
. . .
Most prospection occurs at the unconscious level as the brain sifts information to generate predictions. Our systems of vision and hearing, like those of animals, would be overwhelmed if we had to process every pixel in a scene or every sound around us. Perception is manageable because the brain generates its own scene, so that the world remains stable even though your eyes move three times a second. This frees the perceptual system to heed features it didn’t predict, which is why you’re not aware of a ticking clock unless it stops.
. . .
, , , there’s precious little evidence that people . . . spend much time outside the lab thinking about their deaths or managing their terror of mortality. It’s certainly not what psychologists found in the study tracking Chicagoans’ daily thoughts. Less than 1 percent of their thoughts involved death, and even those were typically about other people’s deaths.
Homo prospectus is too pragmatic to obsess on death for the same reason that he doesn’t dwell on the past: There’s nothing he can do about it. He became Homo sapiens by learning to see and shape his future, and he is wise enough to keep looking straight ahead.

For the full commentary, see:
MARTIN E. P. SELIGMAN and JOHN TIERNEY. “We Aren’t Built to Live in the Moment.” The New York Times, SundayReview Section (Sun., MAY 21, 2017): 1 & 6.
(Note: ellipses added. The word “central” in the first passage quoted from p. 6, appears in the online, but not the print, version of the article.)
(Note: the online version of the commentary has the date MAY 19, 2017.)

The Chicago studies mentioned above, are discussed in articles in a special issue on “The Science of Prospection” in the Review of General Psychology 20, no. 1 (March 2016).

The commentary quoted above, is based on the book:
Seligman, Martin E. P., Peter Railton, Roy F. Baumeister, and Chandra Sripada. Homo Prospectus. New York: Oxford University Press, 2011.

Bill of Rights Is “Gutted” by Bureaucrats’ Administrative Law

(p. A13) Unelected bureaucrats not only write their own laws, they also interpret these laws and enforce them in their own courts with their own judges. All this is in blatant violation of the Constitution, says Mr. Hamburger, 60, a constitutional scholar and winner of the Manhattan Institute’s Hayek Prize last year for his scholarly 2014 book, “Is Administrative Law Unlawful?” (Spoiler alert: Yes.)
“Essentially, much of the Bill of Rights has been gutted,” he says, sitting in his office at Columbia Law School. “The government can choose to proceed against you in a trial in court with constitutional processes, or it can use an administrative proceeding where you don’t have the right to be heard by a real judge or a jury and you don’t have the full due process of law. Our fundamental procedural freedoms, which once were guarantees, have become mere options.”
​In volume and complexity, the edicts from federal agencies exceed the laws passed by Congress by orders of magnitude. “The administrative state has become the government’s predominant mode of contact with citizens,” Mr. Hamburger says. “Ultimately this is not about the politics of left or right. Unlawful government power should worry everybody.”

For the full interview, see:

John Tierney, interviewer. “The Tyranny of the Administrative State.” The Wall Street Journal (Sat., June 10, 2017): A13.

(Note: the online version of the interview has the date June 9, 2017.)

The book by Hamburger mentioned in the passage quoted above, is:
Hamburger, Philip. Is Administrative Law Unlawful? Chicago, IL: The University of Chicago Press, 2014.

Human Species Is Highly Adaptable to Climate Variation

(p. A15) In “Evolution’s Bite,” paleoanthropologist Peter S. Ungar follows the stories encapsulated in our enamel-coated anatomy.
Mr. Ungar’s story isn’t so much about teeth themselves as about the sweeping tale of human evolution as seen through the mouth.
. . .
Unpredictability in climate and resources, Mr. Ungar emphasizes, has made us a species adapted to variation. Drawing from the work of researchers like Elisabeth Vrba and Rick Potts, he underscores how environmental shifts influence our evolution just as they have for other animals. The invention of culture did not somehow free us from nature. Our existence and continuing evolution are still influenced by shifts in climate and their effects. Humans didn’t become locked into just one narrow mode of life but rather became a flexible species as comfortable above the Arctic Circle as on the equator. “Climate change,” he writes, “drove human evolution, in large part by swapping out food options available on the biospheric buffet.”
This new story–that humans became adapted to the variability of the world rather than any one set of conditions–hasn’t had time to become pop-culture canon just yet. Images of Man the Hunter stepping out onto the savanna in search of big game still dominate. “The story used to be simpler,” Mr. Ungar writes, when it seemed that “the spreading savanna coaxed our ancestors down from the trees, and the challenges it brought made them human.” All the same, the mounting swell of research doesn’t show a slow and steady transition from a chilly Ice Age world to the warmer one we know today. Instead, Mr. Ungar points out, temperatures dipped and spiked in a haphazard pattern prior to our influence on the climate, having an overall trajectory that we can detect now but that probably would have seemed simply chaotic to the people and creatures living through it.

For the full review, see:
Brian Switek. “BOOKSHELF; Chewing Over History.” The Wall Street Journal (Weds., May 31, 2017): A15.
(Note: ellipsis added.)
(Note: the online version of the review has the date May 30, 2017, and the title “BOOKSHELF; Chewing Over Humanity’s History.”)

The book under review, is:
Ungar, Peter S. Evolution’s Bite: A Story of Teeth, Diet, and Human Origins. Princeton, NJ: Princeton University Press, 2017.

Deregulation Can Stimulate Dynamism and Economic Growth

(p. A15) Various estimates suggest that had U.S. productivity growth not slowed, GDP would be about $3 trillion higher than it is today.
. . .
Many economists contend that properly counting free digital services from companies like Google and Facebook would substantially boost productivity and GDP growth. One of the highest estimates, calculated by economists Austan Goolsbee and Peter Klenow, stands at $800 billion. That’s a big number, but not big enough to fill a $3 trillion hole.
. . .
In his 2016 book, “The Rise and Fall of American Growth,” Northwestern University economist Robert Gordon contends that the current economy fails to measure up to the great inventions of the past, and that innovation today is more incremental than transformative. He has argued vigorously that the transformative effects of technologies like electric lighting, indoor plumbing, elevators, autos, air travel and television are unlikely to be repeated. Technological innovation, he argues, will not be sufficiently robust to counter the headwinds of slowing population growth, rising inequality and exploding sovereign debt.
Former Treasury Secretary Larry Summers has resurrected Alvin Hansen’s 1938 theory of secular stagnation. Morgan Stanley economist Ruchir Sharma has argued that a 2% economy is the new normal. Former Fed Chairman Alan Greenspan has repeatedly said that the growing share of social benefits and entitlements in GDP crowds out national savings and reduces investments required to boost productivity growth.
The growth dividends from disruptive technology often require time before they are widely diffused and used. To Mr. Gordon’s point, economic historians respond that the Industrial Revolution did not improve British living standards for almost a century. Likewise the productivity boost spurred by the transformative innovations of the early 20th century took decades to kick in.
In the short term, as companies try to develop online capabilities while maintaining a physical presence, some costs are duplicated.
. . .
It’s possible that economic dynamism and entrepreneurship are no longer driving the U.S. economy. Startups are being created at a slower pace. From 1996 to 2007 the ratio of new firms to the total number of firms oscillated between 9.6 and 11.2. Today it has dropped to 7.8. Existing firms do innovate and contribute to improved productivity, but the declining share of young firms suggests a less dynamic economy.
Concurrently, the most recent numbers from the Bureau of Labor Statistics confirm that churn in the U.S. labor market remains weak across industries, regions and age groups. People are simply not moving or changing jobs for better alternatives.
. . .
The real debate is about policies that favor productivity and GDP growth. Predicting future innovation is hazardous, but deregulation and streamlined licensing requirements will facilitate job mobility. Tax reform that encourages and rewards investment should stimulate capital investment.
. . .
These necessary policy changes provide options for improving productivity and GDP growth. Waiting for the data debate to resolve itself gets us nowhere.

For the full commentary, see:
Brian Switek. “The Great Productivity Slowdown; It began long before the financial crisis, and it has worsened markedly in the past six years.” The Wall Street Journal (Fri., May 5, 2017): A15.
(Note: ellipses added.)
(Note: the online version of the commentary has the date May 4, 2017.)

The Goolsbee and Klenow article mentioned above, is:
Goolsbee, Austan, and Peter J. Klenow. “Valuing Consumer Products by the Time Spent Using Them: An Application to the Internet.” American Economic Review 96, no. 2 (May 2006): 108-13.