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Money data, run through our own engine

Original studies built from the same tax and finance math behind Tallivo's calculators — real numbers, fully sourced, updated for 2026.

The Raise You Needed Just to Stand StillA $50,000 salary in 2000 needs $99,733 today. 2021 was the hardest year to start earning — 4.70% a year, every year, for nothing.

What a $1,000,000,000 Lottery Jackpot Actually Pays, by StateThe cash option is $480,000,000, federal tax takes $177,550,000, and the state decides the rest — a $52,789,211 swing on an identical ticket.

Lump Sum or Spread It Out?Investing all at once won 72% of the time — but its worst case left 41.9% of your money against 60.9% for averaging in. Both facts are true.

What the Stock Market Returned, by How Long You Held ItEvery rolling holding period since 1871, inflation-adjusted. The median barely moves — but the range collapses from 209 points to 9.

What a 0.25% Mortgage Rate Move Actually CostsA quarter point is $67/mo on a $400,000 loan at 6.55% — but $23,854 over 30 years. Full table by loan size.

Take-Home Pay on a $100K Salary in Every StateAll 50 states ranked by what you actually keep on $100,000 — a $8,177 gap between the best and worst, driven entirely by state income tax.