Technical
Trend, momentum and market structure right now.
Fundamental
Value, growth, quality and balance-sheet risk.
Quantitative
Momentum term structure, volatility and tail risk.
Regime
PSX breadth and index direction — the base rate.
Consensus forecast
Four independent models, pooled in log-odds space — the aggregation Metaculus uses for its community prediction. Extreme, well-evidenced views are respected instead of averaged into mush.
| Model | Probability | Weight | Basis |
|---|---|---|---|
| Technical trend model | 1.56 | Blended 20/60/180-session regression, RSI, MACD, moving-average structure. | |
| Quantitative distribution | 1.20 | Log-normal terminal distribution with volatility term structure and fat-tail widening. | |
| Fundamental factor model | 0.90 | Value, growth, quality and balance-sheet risk from reported financials. | |
| Market regime / breadth | 0.60 | KSE-100 direction and advance/decline breadth set the base rate. | |
| Pooled consensus | — | Log-odds (logit) pooling, evidence-weighted — the aggregation used by Metaculus for its community prediction. |
Forecast markets
Each question is priced like a binary contract: the YES price in cents is the model's probability, the spread widens when the models disagree. Every market carries an explicit resolution rule and is graded against the official PSX close, so the track record is auditable.
Will BOP close higher one week from now?
Resolves YES if the official PSX closing price of BOP on 5 Nov 2026 is at or above PKR 30.56.
Spread 6¢ · Resolves 5 Nov 2026
Will BOP gain more than 3% within one week?
Resolves YES if the official PSX closing price of BOP on 5 Nov 2026 is at or above PKR 31.48.
Spread 6¢ · Resolves 5 Nov 2026
Will BOP close higher one month from now?
Resolves YES if the official PSX closing price of BOP on 29 Nov 2026 is at or above PKR 30.56.
Spread 6¢ · Resolves 29 Nov 2026
Will BOP gain more than 5% within one month?
Resolves YES if the official PSX closing price of BOP on 29 Nov 2026 is at or above PKR 32.09.
Spread 6¢ · Resolves 29 Nov 2026
Will BOP fall more than 5% within one month?
Resolves YES if the official PSX closing price of BOP on 29 Nov 2026 is below PKR 29.03.
Spread 6¢ · Resolves 29 Nov 2026
Will BOP gain more than 10% within three months?
Resolves YES if the official PSX closing price of BOP on 30 Jan 2027 is at or above PKR 33.62.
Spread 6¢ · Resolves 30 Jan 2027
Quantitative probability bands
A log-normal terminal distribution with a volatility term structure and fat-tail widening from realised excess kurtosis (1.93). Read it as "where the price plausibly lands", not "where it will land".
| Horizon | P10 | P25 | Median | P75 | P90 | P(up) | 80% band |
|---|---|---|---|---|---|---|---|
| Next session1 sessions | 29.36 | 29.79 | 30.26-0.98% | 30.74 | 31.18 | 34% |
|
| One week5 sessions | 27.27 | 28.15 | 29.17-4.55% | 30.22 | 31.19 | 19% |
|
| One month22 sessions | 22.24 | 23.77 | 25.60-16.23% | 27.58 | 29.48 | 5% |
|
| Three months66 sessions | 15.22 | 17.09 | 19.43-36.42% | 22.10 | 24.80 | 1% |
|
Threshold probabilities — one month
Technical read
- Downward price trend of 0.187 PKR/session over the blended 20/60/180-session regression (fit R² 0.56).
- RSI(14) at 17.1 — oversold, bounce potential.
- Price is below the 50-session average (33.37).
- Long-term structure is bearish versus the 200-session average (34.32).
- MACD histogram negative (-0.155) — sellers in control.
- Daily volatility 2.20% drives the projection band width.
| RSI (14) | 17.1 |
| MACD / signal | -0.942 / -0.787 |
| EMA 12 / 26 | 31.38 / 32.32 |
| SMA 20 / 50 / 200 | 32.58 / 33.37 / 34.32 |
| Support / resistance | 30.12 / 37.36 |
| 52-week range | 24.26 — 43.09 |
| Trend fit (R²) | 0.559 |
Fundamental read
- Fundamental record present but sparse.
| P/E | — |
| Dividend yield | — |
| Debt / equity | — |
| Sector | Leasing Companies |
How to trade this responsibly
- Start with the band, not the target. The one-month 80% band is PKR 22.24 to 29.48 — that is roughly 23.7% wide. If your position cannot survive the bottom of that band, it is too big.
- Let fundamentals pick, technicals time. Fundamental score 28/100 says whether the business earns your capital; technical score 12/100 says whether now is the moment.
- Respect the base rate. The PSX regime reads Risk-off (25/100). Long setups in a risk-off tape need a bigger edge.
- Convert probability into size. At 18% consensus and a 12.7% upside band, a half-Kelly stake is small. Full conviction sizing on a 5-point edge is how accounts die.
- Write the invalidation down before you enter. A close below PKR 30.12 breaks the current structure and the setup is over — no renegotiating.
AI trading guide — BOP
Gemini interpretation of the v4.1 multi-lens model
The Bank of Punjab (BOP) Multi-Lens Trading Guide
Thesis Overview
The Bank of Punjab (BOP) is currently navigating a challenging market environment, trading at PKR 30.56 amid a broader risk-off regime on the Pakistan Stock Exchange (PSX). Our multi-lens model generates a "Strong Sell" signal with a composite score of 28 and a confidence rating of 67 percent. While short-to-medium-term momentum indicators reflect downward pressure—highlighted by negative one-month and three-month momentum—the bank maintains a historical presence with positive 12-month gains. Retail investors and analysts must weigh the current downside probabilities against broader macroeconomic conditions, keeping risk management at the forefront.
What the Technical Picture Allows
The technical lens registers a low score of 12, reflecting persistent bearish momentum across recent sessions. One-month and three-month momentum figures stand at negative 7.06 percent and 15.21 percent respectively, showing that sellers maintain control of the near-term trend. However, longer-term metrics show historical resilience, with a 12-month momentum of positive 21.17 percent and a maximum historical drawdown of 43.7 percent. Technically, the current setup allows for defensive positioning, caution against aggressive bottom-fishing, and careful monitoring of support levels in a market where decliners heavily outnumber advancers.
What the Fundamentals Support or Contradict
The fundamental lens yields a score of 28, indicating a sparse record with notable data gaps regarding specific price-to-earnings ratios, dividend yields, debt-to-equity, and return on equity metrics. The fundamental score breaks down into a value sub-score of 26, quality at 25, and a higher risk score of 60. Notably, the dataset classifies the equity under leasing companies, which points to potential classification nuances or diverse revenue streams typical of large financial institutions in Pakistan. The elevated risk score contradicts any aggressive growth thesis, supporting a cautious approach until clearer financial disclosures and stability metrics materialize.
How to Read the Probability Band in Position-Sizing Terms
The probabilistic distribution model projects a one-month horizon pointing toward an expected median price of approximately PKR 25.60, with a calculated probability of an upward move sitting at a low 5.38 percent. Conversely, the model indicates an 87.34 percent probability of a 5 percent decline, and roughly a 25.76 percent chance of a deeper 10 percent drop toward the PKR 27.50 threshold. For position-sizing, these probability metrics argue strictly against heavy capital allocation or leveraged long positions. Prudent market participants use such data to minimize exposure size, enforce strict stop-loss parameters, or remain on the sidelines entirely during high-probability downside regimes.
The Single Cleanest Invalidation Level
The single cleanest invalidation level for the current bearish thesis is a confirmed daily close above the immediate resistance band defined by the upper probability thresholds around the PKR 32.09 to PKR 33.62 zone. If buying volume expands sufficiently to push BOP sustainably above this region, it would invalidate the near-term probability of a descent toward the median PKR 25.60 target, signaling a potential shift in market structure and institutional accumulation.
Probabilities are model output conditioned on historical PSX price behaviour and filed financials. They cannot price news, policy shocks or liquidity events. Nothing here is investment advice.
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