Is AI hype or Does it Work?

  • A few links/stats on the topic.
  • Github co-pilot in this study led to substantial savings (30-50% time saved or reduced in some tasks).
  • Bloomberg Odd Lots podcast episode with the CIO of Goldman Sachs on the use of AI.
  • Good overview of current revenue run rate for gen AI products (chart).
  • A rather bullish tour of AI and semiconductors by Gavin Baker.

Start-up Failures

  • Are rising sharply according to Carta (just one data source).
  • This is hurting VC funds of certain vintages “Only 9 per cent of venture funds raised in 2021 have returned any capital to their ultimate investors, according to Carta. By comparison, a quarter of 2017 funds had returned capital by the same stage.

Slack

  • This blog post argues that tech monopolies are good, short lived, and ultimately “fund” the next disruptor.
  • Within it is an interesting concept of Slack – “Some group of people must exist who are educated, aware, motivated, and at the bleeding edge of a field…who nonetheless have some spare hours in the workweek to spend innovating on something instead of slavishly executing a task.
  • It’s necessary to be slightly underemployed if you are to do something significant.
  • This is called slack.
  • A monopoly is a way to create this slack.

Index Concentration Crisis

  • We all know indices are concentrated right now, more than ever. Just how bad is it?
  • The startling conclusion is that, despite the Russell 1000 nominally providing exposure to its namesake number of stocks, the index affords an effective diversification of only 59 stocks.
  • Not only does market-cap weighting induce substantial single-stock risk, but the diversification provided by this foundational asset class has evaporated by 70% over the past decade.
  • Equal weight, as the article argues, is not the solution here, as it “suffers from significant operational costs, underperformance, questionable assumptions, and skewed risk bets.

How Japan Transformed

  • At the end of the 19th century “Japan transformed from a relatively poor, predominantly agricultural economy specialized in the exports of unprocessed, primary products to an economy specialized in the export of manufactures in under fifteen years.
  • How did it achieve such a feat?
  • In a remarkable new paper, Juhász, Sakabe, and Weinstein show how the key to this transformation was a massive effort to translate and codify technical information in the Japanese language. This state-led initiative made cutting-edge industrial knowledge accessible to Japanese entrepreneurs and workers in a way that was unparalleled among non-Western countries at the time.
  • Source.

Pricing Data

  • Fascinating read on how to price a data asset.
  • Relevant especially with the rise of AI. At first quantity matters here but “as training sets grow ever larger, it’s often more efficient to do this than to acquire the next token; beyond a certain point, data quality scales better than data quantity“.
  • So there you have it: 5000+ words on data pricing. We’ve covered use cases and users; quality and quantity; internal and external value factors; pricing axes and maturity curves; table stakes and usage rights; and much more.

Average is not Median

  • Antti Petajisto analyzed the return distribution of all US stocks in the CRSP database going back to 1926. Below is the distribution of returns for different investment horizons. Note that the distribution gets more and more skewed to the left as investment horizons increase and that the left-hand side of the distribution is not zero, but a total loss of investment (-100% return).
  • Source.

Myth of Deglobalization

  • Deglobalization is a narrative that is prevailing in the press.
  • Brad Setser argues that this isn’t the case.
  • China’s surplus in manufacturing has risen as much relative to world GDP in the last few years as it did during the first China shock following the country’s accession to the WTO
  • A big driver of this is the export of Chinese manufacturing into Vietnam and other countries for final export.
  • the reality is more complex: put plainly, it is impossible for a global economy characterized by a large U.S. deficit on one side and a large Chinese surplus on the other to truly fragment.
  • Corporate tax avoidance also boosts globalization – “American multinationals now often produce abroad to book large profits in offshore tax havens“.
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