Macroeconomic data accuracy, election forecasting, and merit-based admissions

Systematic downward revisions of BLS job numbers reveal chronic over-estimation.

The 818 k downward revision for 2023-24 is the largest since 2009; cumulative revisions now exceed 1.2 million jobs, all in the same direction.

Why: Persistent one-directional revisions indicate structural bias rather than random error, undermining Fed and investor decision-making.

"the revisions have always gone in one direction. They're always a revision down"

Inflated employment data masked economic weakness and delayed Fed easing.

Markets now price 100 % chance of 75 bps cuts by year-end; the Fed may justify a 50 bps September cut.

Why: Accurate data is prerequisite for correctly calibrating monetary policy to avoid recession or renewed inflation.

"the economy is a lot slower than what people thought... it probably now tips the balance of action in September to a cut"

Prediction markets and polls are probabilistic, not deterministic, tools.

Polymarket moved from Harris favored to Trump lead during the DNC; Nate Silver’s model gives Harris 47 % vs Trump 45 % with wide error bands.

Why: Both methods estimate distributions of future outcomes; thin liquidity and sampling bias can skew signals.

"these are really good businesses, but they are some combination of entertainment and gambling"

Race-based affirmative action was proxying for socioeconomic disadvantage.

MIT post-SCOTUS data: Asian share rose from 41 % to 47 %, offset by declines in Black and Latino admits.

Why: Using race as a heuristic conflates genetics with systemic barriers; direct socioeconomic weighting is more precise.

"we've used race as a heuristic for that conditional background... race is not necessarily indicative of the socioeconomic disadvantage"

Merit should be judged by demonstrated passion and capability in the field of study.

Panel argues MIT should admit students obsessed with physics or chemistry, not those seeking elite credentials.

Why: Elite brands depreciate over time; true value lies in mastery of domain, not institutional prestige.

"you should be going there because you think that there are professors... that you can learn from and become an expert yourself"

Recruit from non-elite schools to access hungrier, less entitled talent.

Speakers hire heavily from Virginia Tech, Waterloo, Iowa State; create internal training frameworks instead of pedigree filters.

Why: Top decile at non-elite schools often outperform median Ivy graduates; GitHub repos and co-op experience reveal real skill.

"you're better off getting the top 10 student at a non-IV versus like the 50th student at an IV"

Proposed 25 % unrealized gains tax on >$100 M estates is confiscatory and economically distortive.

Harris campaign confirmed support for Biden 2025 budget: 25 % unrealized cap gains, 28 % corporate rate, 4 % buyback tax.

Why: Taxing unrealized gains taxes paper wealth before liquidity events, forcing asset sales and discouraging investment.

"soak the rich... it's a strong element of class warfare"

Personal investment in equities and property aligns incentives with long-term prosperity.

58 % of Americans own equities; candidates with zero private-sector experience risk misaligned incentives.

Why: Ownership fosters future-oriented thinking; lack of investment raises questions about commitment to growth-oriented policies.

"being an investor actually makes you care about the future in a really productive way"