🏛️ Section 174 R&D amortization crushes small R&D-heavy companies
The 2017 Tax Cuts and Jobs Act's Section 174 provision, live since 2023, forces companies to amortize R&D expense over five years, so break-even software, life-sciences, lab-equipment and defense small businesses owe cash tax on phantom profits. The bipartisan repeal passed the House but stalled in the Senate over the child tax credit and blew through April 15 without being made retroactive, so hundreds of thousands of small R&D-heavy firms borrow, take IRS penalties, or die - and US innovation spend gets taxed at the margin while offshore R&D stays on a 15-year schedule.
also touching these tickers, same direction: The $3-4T software industrial complex contracts in 2026 19 (IGV)
⚖ Why this verdict
fully deterministic — evaluate.py replays this from daily closes; nothing below is editable or hand-set
- Window: 2024-04-19 → 2025-04-19 — first mention + 12-month horizon, then the window locks.
- The call: ▼ SHORT IWM (primary play). IWM fell 2.3% over the window → direction-adjusted R = +2.3% (the call made money).
- Benchmark: holding SPY over the same window returned +7.7%
→ α = +2.3 − (+7.7) = -5.3%
— what this call made or lost against just owning the index. This is the number the verdict uses.
Stock-selection read: +10.0% — did IWM move the predicted way relative to the market. The two only differ on a SHORT: this call was right about direction relative to the index but still cost money versus holding it.
- Rule fired:
· HIT — R ≥ +10% AND α ≥ +5· PARTIAL — R ≥ +5% OR α ≥ 0▶ MISS — everything else
- Credit: supporters of a MISS earn 0 each, opposers the inverse — this feeds the scoreboard weights. supported: Friedberg, Jason | proxy-sensitive: XBI→PARTIAL (+8.2%)
Conviction timeline
bands: green ≥ 65 · watch ≥ 45 · ember ≥ 15
Plays vs SPY · % since first mention (2024-04-19)
Plays
| expression | symbol | kind | relevance | rationale |
|---|---|---|---|---|
| ▼ SHORT | IWM | etf | PRIMARY | small caps are the cohort that eats the cash-tax hit on unamortized R&D |
| ▼ SHORT | IGV | etf | adjacent | developer payroll is exactly the expense that now has to be amortized |
| ▼ SHORT | XBI | etf | adjacent | small-cap life sciences is the most R&D-heavy cohort Friedberg names |
Mention log
“The literally hundreds of thousands of small businesses that work in the life sciences sector, the defense sector, the tech sector, that are struggling this year to make the tax payments that are required under this law... And now they're going to have this huge tax bill, even though they didn't make any money this year. And it's crippling businesses around the country.”
Who built this conviction
each voice's total force on the score — supports and opposes from every mention, weighted exactly as the replay applied them · share = % of all mention-driven movement
⏳ decay drained -43.0 over the idea's life — that's time passing, attributed to no one
Score events
| episode | kind | Δ | after | note |
|---|---|---|---|---|
| E175 2024-04-19 | init | +35.2 | 35.2 | E175 born by Friedberg (explicit_prediction x3) [w=0.84] |
| E175 2024-04-19 | reinforce | +14.6 | 49.8 | E175 Jason support x2 (new voice) |
| E176 2024-04-26 | decay | -2.0 | 47.8 | E176 silent |
| E177 2024-05-03 | decay | -1.9 | 45.9 | E177 silent |
| E178 2024-05-10 | decay | -1.8 | 44.0 | E178 silent |
| E179 2024-05-17 | decay | -1.8 | 42.3 | E179 silent |
| E180 2024-05-24 | decay | -1.7 | 40.6 | E180 silent |
| E181 2024-05-31 | decay | -1.6 | 39.0 | E181 silent |
| E182 2024-06-07 | decay | -1.6 | 37.4 | E182 silent |
| E183 2024-06-14 | decay | -1.5 | 35.9 | E183 silent |
| E184 2024-06-20 | decay | -1.4 | 34.5 | E184 silent |
| E185 2024-06-29 | decay | -1.4 | 33.1 | E185 silent |
| E186 2024-07-04 | decay | -1.3 | 31.8 | E186 silent |
| E187 2024-07-12 | decay | -1.3 | 30.5 | E187 silent |
| E188 2024-07-19 | decay | -1.2 | 29.3 | E188 silent |
| E189 2024-07-26 | decay | -1.2 | 28.1 | E189 silent |
| E190 2024-08-02 | decay | -1.1 | 27.0 | E190 silent |
| E191 2024-08-09 | decay | -1.1 | 25.9 | E191 silent |
| E192 2024-08-16 | decay | -1.0 | 24.9 | E192 silent |
| E193 2024-08-23 | decay | -1.0 | 23.9 | E193 silent |
| E194 2024-08-30 | decay | -1.0 | 22.9 | E194 silent |
| E195 2024-09-06 | decay | -0.9 | 22.0 | E195 silent |
| E196 2024-09-20 | decay | -0.9 | 21.1 | E196 silent |
| E197 2024-09-27 | decay | -0.8 | 20.3 | E197 silent |
| E198 2024-10-03 | decay | -0.8 | 19.5 | E198 silent |
| E199 2024-10-11 | decay | -0.8 | 18.7 | E199 silent |
| E200 2024-10-18 | decay | -0.7 | 17.9 | E200 silent |
| E201 2024-10-25 | decay | -0.7 | 17.2 | E201 silent |
| E202 2024-11-01 | decay | -0.7 | 16.5 | E202 silent |
| E203 2024-11-08 | decay | -0.7 | 15.9 | E203 silent |
| E204 2024-11-16 | decay | -0.6 | 15.2 | E204 silent |
| E205 2024-11-23 | decay | -0.6 | 14.6 | E205 silent |
| E206 2024-12-07 | decay | -0.6 | 14.0 | E206 silent |
| E207 2024-12-13 | decay | -0.6 | 13.5 | E207 silent |
| E208 2024-12-20 | decay | -0.5 | 12.9 | E208 silent |
| E209 2025-01-04 | decay | -0.5 | 12.4 | E209 silent |
| E210 2025-01-11 | decay | -0.5 | 11.9 | E210 silent |
| E211 2025-01-18 | decay | -0.5 | 11.4 | E211 silent |
| E212 2025-01-25 | decay | -0.5 | 11.0 | E212 silent |
| E213 2025-01-31 | decay | -0.4 | 10.6 | E213 silent |
| E214 2025-02-07 | decay | -0.4 | 10.1 | E214 silent |
| E215 2025-02-15 | decay | -0.4 | 9.7 | E215 silent |
| E216 2025-02-21 | decay | -0.4 | 9.3 | E216 silent |
| E217 2025-03-01 | decay | -0.4 | 9.0 | E217 silent |
| E218 2025-03-08 | decay | -0.4 | 8.6 | E218 silent |
| E219 2025-03-15 | decay | -0.3 | 8.3 | E219 silent |
| E220 2025-03-22 | decay | -0.3 | 7.9 | E220 silent |
| E221 2025-03-29 | decay | -0.3 | 7.6 | E221 silent |
| E222 2025-04-05 | decay | -0.3 | 7.3 | E222 silent |
| E223 2025-04-11 | decay | -0.3 | 7.0 | E223 silent |
| E224 2025-04-19 | decay | -0.3 | 6.7 | E224 silent |