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dso_drift_severe on LINCOLN EDUCATIONAL SERVICES CORP (LINC)
SIC 8200 — Services-Educational Services · CIK 1286613 · default direction: short
Definition
Fires on Days Sales Outstanding rising >25% YoY while revenue grows <10%. Channel-stuffing / receivables-quality precursor.
Every time the signal fired on LINC
| FY | Filing date | Event date | 1d | 5d | 20d | 60d | 252d |
|---|---|---|---|---|---|---|---|
| FY2022 | 2023-03-07 | 2023-03-07 | +2.94% | -1.80% | -9.64% | +6.70% | +63.24% |
| FY2020 | 2021-03-09 | 2021-03-09 | -0.16% | +5.86% | +5.05% | +22.96% | +15.96% |
| FY2016 | 2017-03-10 | 2017-03-10 | +0.44% | +16.00% | +24.89% | +46.67% | -18.22% |
| FY2013 | 2014-03-11 | 2014-03-11 | +0.97% | -1.69% | -5.80% | -11.35% | -30.94% |
Forward returns are stock returns from event date (next trading day after filing). Sign is raw stock direction; the trade direction is in the calibration table below.
Universe-wide calibration (this signal across all companies)
| Horizon | n events | Gross stock ret | Hit rate | Trade dir | Net PnL | Cost (bps) | r/σ net |
|---|---|---|---|---|---|---|---|
| 1d | 2,382 | +0.25% | +44.16% | short | -0.49% | 35 | -0.04 |
| 5d | 2,381 | -0.30% | +44.18% | short | +0.11% | 36 | +0.01 |
| 20d | 2,351 | +2.47% | +43.26% | short | -2.54% | 40 | -0.02 |
| 60d | 2,258 | +16.34% | +45.44% | short | -11.34% | 51 | -0.06 |
| 252d | 2,213 | +32.55% | +49.30% | short | -24.65% | 102 | -0.10 |
Net PnL is direction × stock return − round-trip execution cost (5 bps half-spread + ADV-tiered borrow). See dso_drift_severe methodology for the full audit.