Eos Energy Enterprises forecast & outlook

What this percent is

A Constructive call counts when the later close rose by more than a small hold band. A Cautious call counts when the later close fell by more than that band. A Neutral call counts when the later close stayed inside the band. The percent is how often that direction matched. It is not a claim that the full model is accurate.

Observations

1078 scored signals across 6 horizons

Sample period

1 Day: 1 trading sessions · 7 Days: 7 trading sessions · 15 Days: 15 trading sessions · 30 Days: 30 trading sessions · 3 Months: 63 trading sessions · 6 Months: 126 trading sessions

Benchmark

Buy-and-hold, a random directional call, and 20-session momentum are scored on these same samples. The S&P 500, a sector ETF, and analyst consensus are not on this replay, so those baselines are not scored. None of this is a walk-forward test or a published universe result.

Same-sample baselines

• 1 Day. Buy and hold hit 41.6% versus model 26.0% (baseline hit rate higher by 15.6 pts); signed return -0.5% versus model 0.3% (model signed return higher by 0.8 pts) · Random directional call hit 33.3% versus model 26.0% (baseline hit rate higher by 7.3 pts); signed return 0.0% versus model 0.3% (model signed return higher by 0.3 pts) · Simple momentum hit 46.1% versus model 26.0% (baseline hit rate higher by 20.1 pts); signed return -0.4% versus model 0.3% (model signed return higher by 0.7 pts)
• 7 Days. Buy and hold hit 37.6% versus model 27.2% (baseline hit rate higher by 10.4 pts); signed return -2.7% versus model 0.1% (model signed return higher by 2.8 pts) · Random directional call hit 33.3% versus model 27.2% (baseline hit rate higher by 6.1 pts); signed return 0.0% versus model 0.1% (model signed return higher by 0.1 pts) · Simple momentum hit 46.5% versus model 27.2% (baseline hit rate higher by 19.3 pts); signed return -1.7% versus model 0.1% (model signed return higher by 1.8 pts)
• 15 Days. Buy and hold hit 36.6% versus model 13.2% (baseline hit rate higher by 23.4 pts); signed return -5.5% versus model 0.1% (model signed return higher by 5.6 pts) · Random directional call hit 33.3% versus model 13.2% (baseline hit rate higher by 20.1 pts); signed return 0.0% versus model 0.1% (model signed return higher by 0.1 pts) · Simple momentum hit 49.3% versus model 13.2% (baseline hit rate higher by 36.1 pts); signed return 0.3% versus model 0.1% (baseline signed return higher by 0.2 pts)
• 30 Days. Buy and hold hit 38.9% versus model 3.7% (baseline hit rate higher by 35.2 pts); signed return -12.2% versus model -1.3% (model signed return higher by 10.9 pts) · Random directional call hit 33.3% versus model 3.7% (baseline hit rate higher by 29.6 pts); signed return 0.0% versus model -1.3% (baseline signed return higher by 1.3 pts) · Simple momentum hit 42.6% versus model 3.7% (baseline hit rate higher by 38.9 pts); signed return -5.1% versus model -1.3% (model signed return higher by 3.8 pts)
• 3 Months. Buy and hold hit 14.0% versus model 3.8% (baseline hit rate higher by 10.2 pts); signed return -34.8% versus model 0.0% (model signed return higher by 34.8 pts) · Random directional call hit 33.3% versus model 3.8% (baseline hit rate higher by 29.5 pts); signed return 0.0% versus model 0.0% (signed returns match) · Simple momentum hit 42.7% versus model 3.8% (baseline hit rate higher by 38.9 pts); signed return -6.0% versus model 0.0% (model signed return higher by 6.0 pts)
• 6 Months. Buy and hold hit 0.0% versus model 0.0% (hit rates match); signed return -54.2% versus model 0.0% (model signed return higher by 54.2 pts) · Random directional call hit 33.3% versus model 0.0% (baseline hit rate higher by 33.3 pts); signed return 0.0% versus model 0.0% (signed returns match) · Simple momentum hit 75.5% versus model 0.0% (baseline hit rate higher by 75.5 pts); signed return 20.6% versus model 0.0% (baseline signed return higher by 20.6 pts)

Calibration error

1 Day 5.5% average absolute error · 7 Days 16.1% average absolute error · 15 Days 22.8% average absolute error · 30 Days 30.1% average absolute error · 3 Months 42.2% average absolute error · 6 Months 52.9% average absolute error

Directional accuracy

14.4% of scored price-direction calls matched the later close

False-positive rate

Not scored yet. This history has no Constructive calls to measure.

Outcome by horizon

1 Day 26.0% on 219 observations · 7 Days 27.2% on 213 observations · 15 Days 13.2% on 205 observations · 30 Days 3.7% on 190 observations · 3 Months 3.8% on 157 observations · 6 Months 0.0% on 94 observations

Sector

Industrials. This names the company sector. It is not a sector performance breakdown.

Dates

Methodology reviewed May 28, 2026. Validation dataset updated September 23, 2026. Model version v1.0. These are three different dates.

Out of sample

These figures replay price-derived factors on stored daily closes for this symbol. They are not a walk-forward test, a holdout period, or a separate out-of-sample test. They do not score fundamentals, analyst revisions, or sentiment, and they do not adjust for survivorship or look-ahead bias.

4 horizon lanes are hidden until enough future closes mature.

7 validations appear once TECHi has tracked enough daily factor history for them.