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Ollie's Bargain Outlet Holdings Inc.
Consumer Defensive · Discount Stores
Made on Aug 5, 2026
Price at call $77.10
6-month call Bear -8.6%
Target by Feb 2027 $70.50
Great value below $59.00
Model v0.6.0

Projection vs Actual (6M history + forecast)

The masterbrain's trajectory (blue, curved through its 7 checkpoints), the deterministic v0.3 control (dashed), and the actual price (green) overlaid from the prediction date forward.
Forecast Change -8.6% to $70.50
Predicted High $78.50 at 1 month
Predicted Low $70.50 at 6 months
Max Drawdown (predicted) -8.6%

Forecast

The masterbrain trajectory — 7 dated checkpoints. Short rungs (2w, 1m) show the typical range as the primary claim; point calls run from 2 months out. Every claim still gets graded. Predicted Aug 5, 2026 2:42 am
Bear OLLI trends lower to $70.50 (-8.6% from $77.10) by Feb 2027. ride-then-fade
ThesisOLLI screens rich versus fair value ($69) but a low-beta compounder narrative plus risk-on tape keeps the tape sticky near current levels; over 6 months value gravity slowly pulls price toward the high-$60s with a modest bounce attempt into a likely fall earnings print.
Invalidated ifA close above $85 on strong comps or below $65 on a guide-down would break this drift-lower thesis.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $77.10 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 5, 2026 — $77.10 at call — —The anchor — every point below is measured from this price and date.
2 weeks Aug 19, 2026 $69.33–$84.87 typical range · internal point $77.80 — ±10.1% 6/10 Risk-on tape and low-beta bid sustain price
What actually happened: closed $78.78 on Aug 19, 2026 = +2.2% vs the call (predicted +0.9%)  ·  direction HIT (called flat, was flat)  ·  off by 1.3 pp  ·  accuracy 10/10  ·  typical range ±10.1%: inside the band  ·  S&P +0.2% over the same window — beat it
1 month Sep 5, 2026 $65.84–$88.36 typical range · internal point $78.50 — ±14.6% 5/10 Sentiment tailwind extends into early September
What actually happened: closed $76.57 on Sep 4, 2026 = -0.7% vs the call (predicted +1.8%)  ·  direction HIT (called flat, was flat)  ·  off by 2.5 pp  ·  accuracy 9/10  ·  typical range ±14.6%: inside the band  ·  S&P -0.1% over the same window — lagged it
2 months Oct 5, 2026 $76.20 — -1.2% 5/10 Valuation gravity begins nudging price lower
What actually happened: closed $88.06 on Oct 2, 2026 = +14.2% vs the call (predicted -1.2%)  ·  direction MISS (called flat, was up)  ·  off by 15.4 pp  ·  accuracy 4/10  ·  S&P 0.0% over the same window — lagged it
3 months Nov 5, 2026 $74.00 — -4.0% 4/10 Q3 print pressures multiple toward fair value
4 months Dec 5, 2026 $72.50 — -6.0% 4/10 Post-earnings drift, tax-loss selling adds weight
5 months Jan 5, 2027 $71.00 — -7.9% 3/10 Convergence toward composite fair value $69
6 months Feb 5, 2027 $70.50 — -8.6% 3/10 Settles just above anchor as compounder base holds

Why ranges on the short rungs? A 102-prediction trial (2026-07-21) showed 2-week point calls carry no information here — three prompt formulations all lost to simply predicting zero — while the stock's own volatility scale (σ×√t) described those windows well. So the short rungs claim what's actually knowable: the typical travel, with earnings timing flagged where the variance will come from. The internal point calls keep being generated and graded to map where real skill begins. Full evidence: stocks/predictions/V0.5-DESIGN.md §8.

Deterministic control (v0.3 value line) targets $77.47 (+0.5%) — both lines get graded at every checkpoint, so the brain has to beat the formula, not just replace it. Brain: claude-opus-4-7.

Weaknesses

No weaknesses recorded for this run.

All inputs present, no fallbacks used — nothing to flag.

Equation Inputs

Everything feeding the v0.6.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$77.10
Composite fair value$69.10
Signal-adjusted fair value$69.64
DCF fair value$68.01
Anchored-PE fair value$96.45
Buy-below (value lens)$59.00
Value net score-65
Value confidence7 / 10
Quality net score+77
Memo confidence7 / 10
Deserved value (base)—
Quality tilt—
Deserved value (used)—
Coherence (value × quality)—

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 43.7%  3m 50.6%  6m 44.9%  
Daily σ (realism noise)3.2%
Beta vs S&P 500 1m 0.72  3m 0.84  5m 0.71  
Trailing 6-month return-29.9%

Knobs (equation params)

ladder["w2","m1","m2","m3","m4","m5","m6"]
llm_modelclaude-opus-4-7
max_tokens3000
control_knobs{"w_dcf":0.5,"k_qual":0.200000000000000011102230246251565404236316680908203125,"reach_6m":0.450000000000000011102230246251565404236316680908203125,"coh_floor":0.5,"conf_gain":0.059999999999999997779553950749686919152736663818359375,"noise_phi":0.84999999999999997779553950749686919152736663818359375,"conf_floor":0.40000000000000002220446049250313080847263336181640625,"w_composite":0.5,"noise_window":"3m","flat_band_pct":5,"horizon_months":6,"noise_sigma_fallback":0.01499999999999999944488848768742172978818416595458984375}
Neutral band (%)5
earnings_briefv1
prompt_versionp1
control_versionv0.3.0

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.6.0 #271041f8fcd5

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Aug 3, 2026 freshest OLLI-20260803-120351-5ad0
ext-forensic-memo Aug 3, 2026 freshest ext-OLLI-20260803-133031-4540
ext-lens-quality Aug 3, 2026 freshest ext-OLLI-20260803-133031-4540
ext-lens-sentiment Aug 3, 2026 freshest ext-OLLI-20260803-133031-4540
ext-lens-value Aug 3, 2026 freshest ext-OLLI-20260803-133031-4540
scenario-valuation Aug 3, 2026 freshest OLLI-20260803-120351-5ad0
valuation-synthesis Aug 3, 2026 freshest OLLI-20260803-120351-5ad0

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

1 frozen snapshot — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 5, 2026 v0.6.0 Bear $77.10 $70.50 -8.6% Feb 2027 viewing

Not Yet Modeled

What this v0.6.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Scenario probabilities — one path, no bull/bear split (base_prob = 1.0).
  • Intraday / sub-2-week behaviour — the first claim is at 14 days by design (EOD product).
  • Position sizing / portfolio context — the path is a price claim only.