Industrials · Farm & Heavy Construction Machinery
Latest call day: 2026-08-25 · full consensus board · graded history
Price (daily close, 2026-08-24)
Today's calls AI
| Industrials · LightGBM | UP 100% | LightGBM — a gradient-boosted model fit on this basket's recent features. CAT ranks #1 of 16 in Industrials (100% bullish percentile), so the agent calls it UP for the next session. |
| Industrials · Long-Term Reversal | DOWN 100% | Long-Term Reversal — year-long losers rebound. CAT ranks #4 of 16 in Industrials (100% bearish percentile, signal -95.8%), so the agent calls it DOWN for the next session. |
| Industrials · Trend Strength | DOWN 100% | Trend Strength — OLS slope of log price. CAT ranks #16 of 16 in Industrials (100% bearish percentile), so the agent calls it DOWN for the next session. |
| Industrials · Mean-Reversion | UP 93% | Mean-Reversion — contrarian on the trailing return. CAT ranks #2 of 16 in Industrials (93% bullish percentile, recent move -8.0%, fading it), so the agent calls it UP for the next session. |
| Industrials · SOTA Ensemble | UP 93% | SOTA Ensemble — a purged-CV rank ensemble (gradient-boosting + ridge + momentum). CAT ranks #2 of 16 in Industrials (93% bullish percentile), so the agent calls it UP for the next session. |
| Industrials · Momentum Acceleration | UP 80% | Momentum Acceleration — trend speeding up. CAT ranks #4 of 16 in Industrials (80% bullish percentile, signal +1.7%), so the agent calls it UP for the next session. |
| Industrials · Bollinger Reversion | UP 73% | Bollinger Reversion — fade moves outside the bands. CAT ranks #5 of 16 in Industrials (73% bullish percentile), so the agent calls it UP for the next session. |
| Industrials · Breakout | UP 27% | Breakout — pushing above the prior channel high. CAT ranks #12 of 16 in Industrials (27% bullish percentile, signal -8.0%), so the agent calls it UP for the next session. |
| Industrials · Donchian | UP 20% | Donchian — position within the Donchian channel. CAT ranks #13 of 16 in Industrials (20% bullish percentile), so the agent calls it UP for the next session. |
| Industrials · Momentum | UP 20% | Momentum — trailing return (trend-following). CAT ranks #13 of 16 in Industrials (20% bullish percentile, signal -7.1%), so the agent calls it UP for the next session. |
| Industrials · Low Volatility | UP 7% | Low Volatility — the low-volatility anomaly. CAT ranks #15 of 16 in Industrials (7% bullish percentile, annualized volatility 47%), so the agent calls it UP for the next session. |
| Industrials · Relative Strength | UP 7% | Relative Strength — return vs the domain median. CAT ranks #15 of 16 in Industrials (7% bullish percentile, signal -20.8%), so the agent calls it UP for the next session. |
| Industrials · Vol-Adjusted Momentum | UP 7% | Vol-Adjusted Momentum — return per unit of recent volatility. CAT ranks #15 of 16 in Industrials (7% bullish percentile, return/volatility -0.17), so the agent calls it UP for the next session. |
Best agents on CAT (graded record)
| custom:7 | 100% | 1/1 correct | UP |
| LightGBM Agent | 100% | 1/1 correct | DOWN |
| Industrials · OBV Trend | 71% | 17/24 correct | DOWN |
| Industrials · Long-Term Reversal | 71% | 29/41 correct | DOWN |
| Industrials · Volume Thrust | 60% | 6/10 correct | UP |
| Industrials · Trend Strength | 59% | 22/37 correct | DOWN |
| Industrials · Momentum | 59% | 20/34 correct | UP |
| Industrials · 52-Week-High | 56% | 10/18 correct | DOWN |
| Industrials · Regime Switch | 55% | 16/29 correct | DOWN |
| Industrials · Mean-Reversion | 50% | 15/30 correct | UP |
Recent news
| 2026-08-25 | Before The Surge, Caterpillar Stock’s Order Book Told A Different Story · Trefis |
| 2026-08-25 | Before The Surge, Caterpillar Stock’s Order Book Told A Different Story · yf_tkr_DE |
| 2026-08-25 | 2 Growth Stocks to Add to Your Roster and 1 We Find Risky · yf_tkr_CAT |
| 2026-08-24 | Caterpillar's Q2 Adjusted Operating Margin Rebounds: Is the Worst Over? · yf_tkr_CAT |
| 2026-08-24 | Dow Movers: CAT, HONIV · nasdaq_markets |
| 2026-08-24 | Are Industrial Products Stocks Lagging Caterpillar (CAT) This Year? · yf_tkr_CAT |
How grading works: every call is locked before the open and scored on the session's open→close move — see the methodology.
Open Fortivio.AI →Model-generated predictions with a live graded record — not investment advice. 模型生成的预测，非投资建议。