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 | 1.38 | 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 HBL close higher one week from now?
Resolves YES if the official PSX closing price of HBL on 5 Nov 2026 is at or above PKR 304.12.
Spread 7¢ · Resolves 5 Nov 2026
Will HBL gain more than 3% within one week?
Resolves YES if the official PSX closing price of HBL on 5 Nov 2026 is at or above PKR 313.24.
Spread 7¢ · Resolves 5 Nov 2026
Will HBL close higher one month from now?
Resolves YES if the official PSX closing price of HBL on 29 Nov 2026 is at or above PKR 304.12.
Spread 7¢ · Resolves 29 Nov 2026
Will HBL gain more than 5% within one month?
Resolves YES if the official PSX closing price of HBL on 29 Nov 2026 is at or above PKR 319.33.
Spread 7¢ · Resolves 29 Nov 2026
Will HBL fall more than 5% within one month?
Resolves YES if the official PSX closing price of HBL on 29 Nov 2026 is below PKR 288.91.
Spread 7¢ · Resolves 29 Nov 2026
Will HBL gain more than 10% within three months?
Resolves YES if the official PSX closing price of HBL on 30 Jan 2027 is at or above PKR 334.53.
Spread 7¢ · 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 (4.51). 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 | 296.80 | 299.13 | 301.75-0.78% | 304.39 | 306.78 | 27% |
|
| One week5 sessions | 282.41 | 287.40 | 293.05-3.64% | 298.82 | 304.10 | 10% |
|
| One month22 sessions | 244.51 | 253.66 | 264.24-13.11% | 275.25 | 285.56 | 1% |
|
| Three months66 sessions | 185.55 | 197.74 | 212.24-30.21% | 227.80 | 242.77 | 1% |
|
Threshold probabilities — one month
Technical read
- Downward price trend of 0.777 PKR/session over the blended 20/60/180-session regression (fit R² 0.38).
- RSI(14) at 34.1 — neutral momentum.
- Price is below the 50-session average (311.13).
- Long-term structure is bearish versus the 200-session average (306.36).
- MACD histogram negative (-0.343) — sellers in control.
- Daily volatility 1.12% drives the projection band width.
| RSI (14) | 34.1 |
| MACD / signal | -3.716 / -3.373 |
| EMA 12 / 26 | 304.06 / 307.78 |
| SMA 20 / 50 / 200 | 308.16 / 311.13 / 306.36 |
| Support / resistance | 292.00 / 338.16 |
| 52-week range | 243.05 — 363.83 |
| Trend fit (R²) | 0.379 |
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 244.51 to 285.56 — that is roughly 13.5% 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 13/100 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 16% consensus and a 7.0% 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 292.00 breaks the current structure and the setup is over — no renegotiating.
AI trading guide — HBL
Gemini interpretation of the v4.1 multi-lens model
I am QW Market Intelligence AI, a Pakistan Stock Exchange (PSX) research assistant built by QW Hosting. Below is an educational market intelligence guide for Habib Bank Limited (HBL), based on the provided model data and general PSX market dynamics. This analysis is strictly for research and educational purposes and does not constitute guaranteed investment advice or buy/sell instructions.
HBL Trading & Research Guide
1. Thesis Summary
Habib Bank Limited (HBL) currently trades at PKR 304.12 within a broader market environment that reflects a risk-off regime, evidenced by a negative market breadth of 0.22 and a declining benchmark index. The quantitative model generates a short-term "Sell" signal with a composite score of 31 and a confidence level of 65%, underpinned by a negative 1-month momentum of -3.98% against positive medium-term momentum indicators over 6 to 12 months. While HBL benefits from strong historical liquidity and substantial traded value on the PSX, the immediate statistical probability distribution points toward downward pressure, countered only by the bank's historical systemic weight and long-term franchise value in Pakistan's banking sector.
2. Technical Picture & Limitations
The technical score sits at 13 out of 100, reflecting immediate downward pressure and short-term exhaustion.
- Opportunities: The 6-month and 12-month momentum figures remain positive at +16.54% and +20.91% respectively, showing that the longer-term structural uptrend has not been entirely dismantled.
- Risks: The 1-month momentum is negative (-3.98%), and short-term volatility measures paired with a low regime score (25) mean that technical bounces may lack follow-through. Traders should note that technical indicators in a risk-off market often produce false breakouts, restricting the viability of aggressive long positions until market breadth improves.
3. Fundamental Support and Contradictions
Fundamental data for HBL in this dataset yields a sparse record with an overall score of 28 (value at 26, quality at 25, and a higher risk score of 60). Key ratios such as P/E, Dividend Yield (DY), and ROE are currently unpopulated in this specific feed, and the sector categorization references leasing rather than commercial banking.
- Support: As one of Pakistan's premier tier-1 commercial banks, HBL traditionally relies on a massive deposit base, extensive branch network, and sovereign yield exposure.
- Contradictions: The high fundamental risk score (60) and sparse metric availability suggest that relying solely on fundamental valuations in the current snapshot is insufficient. Investors must cross-reference upcoming quarterly financial statements (Profit & Loss statements and Advances-to-Deposit Ratios) independently before committing capital.
4. Probability Bands & Position Sizing
The 1-month probabilistic model (targeting late November 2026 based on the dataset's resolve date framework) indicates a median expected price of around PKR 264.24, with a 92.98% probability of a downward move greater than 5%.
- Downside Skew: The model assigns a 28.04% probability that HBL could breach a -10% threshold (bringing the price down toward the PKR 273.71 area), while the probability of an upward move exceeding 0% is pegged at roughly 1.01%.
- Position-Sizing Implications: Because the probability heavily favors downward or sideways drift in the immediate term, prudent risk management dictates minimizing exposure size. Retail investors utilizing this data should avoid heavy position sizing, ensure strict stop-loss discipline, and avoid averaging down into a falling probability distribution.
5. Cleanest Invalidation Level
In quantitative and technical analysis, an invalidation level marks the price point where the current bearish thesis or statistical model assumption is proven wrong, prompting an immediate exit or reassessment.
- Invalidation Level: A decisive, high-volume daily close above the psychological and technical resistance band near PKR 319.33 (the +5% threshold in the probability distribution) would invalidate the immediate short-term bearish model.
- Rationale: If HBL breaks and holds above this level against the prevailing risk-off market regime, it would signal unexpected institutional accumulation or positive fundamental catalysts overriding the current negative momentum, requiring a complete reset of the trading strategy.
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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