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The cheat sheet
nobody gave you.
Where your money goes. What “normal” actually looks like. What you may be missing. And the next move that matters most.
Start with reality.
Median when “typical” matters. Mean only when the source actually reports a mean.
You earned $100. Where did it go?
This first version normalizes BLS mean consumer-unit spending against BLS mean pre-tax income. It does not pretend the remainder equals taxes or savings.
Six answers.
A much better picture.
No account. No tax-return interrogation. We use the minimum inputs needed for a useful first estimate.
Your first-pass picture.
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We keep what you entered separate from calculated tax estimates and population statistics.
Don’t show me 100 programs.
Show me the best three.
The ranking engine will use potential value × eligibility confidence ÷ effort. MVP screening intentionally avoids claiming eligibility before we have enough inputs.
Child-related credits
Shown after personalization when children are entered. Exact eligibility and value require more facts.
Employer match leakage
Next data point to add: employer match + your contribution rate. This can uncover compensation you are already entitled to.
ZIP-aware benefits
D1 program rules will narrow federal, state, and local programs instead of dumping a directory on you.
Statistics → meaning → action.
If a number cannot tell you what is happening, whether it is normal, or what to do next, it probably does not belong on the screen.