How do coding bootcamp tuition tax deductions work in the United States for someone who paid out of pocket last year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do coding bootcamp tuition tax deductions work in the United States for someone who paid out of pocket last year?
2 real searches · 1 real-search pass
IRS education tax benefits 2025 coding bootcamp tuition Lifetime Learning Credit eligible institution eligible educational institution qualified tuition expenses 1098-TGoogle ↗
OBSERVEDReason
IRS Publication 970 2025 work-related education expenses employee self-employed education deduction coding bootcampGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
IRS education tax benefits 2025 coding bootcamp tuition Lifetime Learning Credit eligible institution eligible educational institution qualified tuition expenses 1098-T Google ↗
IRS Publication 970 2025 work-related education expenses employee self-employed education deduction coding bootcamp Google ↗
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Qualified Ed expenses · irs.gov
- Education credits: Questions and answers · irs.gov
- IRS Topic 513 – Work-Related Education Expenses · irs.gov
- IRS Form 8863 · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS education tax benefits 2025 coding bootcamp tuition Lifetime Learning Credit eligible institution eligible educational institution qualified tuition expenses 1098-T OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Publication 970 2025 work-related education expenses employee self-employed education deduction coding bootcamp OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |