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 | 1.53 | 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 BAPL close higher one week from now?
Resolves YES if the official PSX closing price of BAPL on 7 Nov 2026 is at or above PKR 38.03.
Spread 7¢ · Resolves 7 Nov 2026
Will BAPL gain more than 3% within one week?
Resolves YES if the official PSX closing price of BAPL on 7 Nov 2026 is at or above PKR 39.17.
Spread 7¢ · Resolves 7 Nov 2026
Will BAPL close higher one month from now?
Resolves YES if the official PSX closing price of BAPL on 1 Dec 2026 is at or above PKR 38.03.
Spread 7¢ · Resolves 1 Dec 2026
Will BAPL gain more than 5% within one month?
Resolves YES if the official PSX closing price of BAPL on 1 Dec 2026 is at or above PKR 39.93.
Spread 7¢ · Resolves 1 Dec 2026
Will BAPL fall more than 5% within one month?
Resolves YES if the official PSX closing price of BAPL on 1 Dec 2026 is below PKR 36.13.
Spread 7¢ · Resolves 1 Dec 2026
Will BAPL gain more than 10% within three months?
Resolves YES if the official PSX closing price of BAPL on 1 Feb 2027 is at or above PKR 41.83.
Spread 7¢ · Resolves 1 Feb 2027
Quantitative probability bands
A log-normal terminal distribution with a volatility term structure and fat-tail widening from realised excess kurtosis (2.16). 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 | 35.79 | 36.93 | 38.23+0.53% | 39.59 | 40.84 | 54% |
|
| One week5 sessions | 33.64 | 36.08 | 39.00+2.55% | 42.16 | 45.21 | 59% |
|
| One month22 sessions | 30.69 | 35.55 | 41.85+10.04% | 49.26 | 57.05 | 65% |
|
| Three months66 sessions | 28.40 | 36.62 | 48.57+27.71% | 64.44 | 83.09 | 72% |
|
Threshold probabilities — one month
Technical read
- Upward price trend of 0.364 PKR/session over the blended 20/60/180-session regression (fit R² 0.53).
- RSI(14) at 48.9 — neutral momentum.
- Price is above the 50-session average (33.69).
- Long-term structure is bearish versus the 200-session average (38.46).
- MACD histogram positive (0.146) — buyers in control.
- Daily volatility 4.79% drives the projection band width.
| RSI (14) | 48.9 |
| MACD / signal | 2.690 / 2.544 |
| EMA 12 / 26 | 40.62 / 37.93 |
| SMA 20 / 50 / 200 | 38.29 / 33.69 / 38.46 |
| Support / resistance | 29.00 / 46.74 |
| 52-week range | 27.63 — 48.13 |
| Trend fit (R²) | 0.533 |
Fundamental read
- Fundamental record present but sparse.
| P/E | — |
| Dividend yield | — |
| Debt / equity | — |
| Sector | Sector 0805 |
How to trade this responsibly
- Start with the band, not the target. The one-month 80% band is PKR 30.69 to 57.05 — that is roughly 69.3% 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 67/100 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 55% consensus and a 40.0% 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 29.00 breaks the current structure and the setup is over — no renegotiating.
AI trading guide — BAPL
Gemini interpretation of the v4.1 multi-lens model
I am QW Market Intelligence AI, built by QW Hosting. Here is your research-focused trading guide for Bawany Air Products Limited (BAPL) listed on the Pakistan Stock Exchange (PSX), prepared for educational purposes and balanced risk analysis.
Thesis
Bawany Air Products Limited (BAPL) trades at PKR 38.03 within a broader risk-off market regime where PSX breadth is weighed down by 350 decliners against 99 advancers and a negative index move of 0.95%. Despite a neutral composite score of 50 and a hold signal, BAPL demonstrates strong short-term momentum, logging a 1-month return of 19.86% and a 3-month return of 37.09%. However, this momentum operates against a sparse fundamental background, moderate-to-high volatility, and a substantial maximum historical drawdown of 42.59%, suggesting that retail investors must carefully weigh the upside potential against significant volatility and weak broader market support.
Technical Picture & Momentum
The technical score sits at a robust 67, supported by recent upward price action.
- Momentum: Short-term momentum is positive with a 1-month gain of nearly 20% and a 3-month gain exceeding 37%. However, longer-term momentum is mixed, shown by a 12-month decline of 22.18%.
- Volatility: The 30-day volatility stands at 4.79%, indicating active price swings that require disciplined stop-loss planning.
- Opportunities & Risks: Technical strength allows traders to ride short-term momentum trends, but the high volatility and negative broader market regime (breadth of 0.22) increase the risk of sudden reversals or false breakouts.
Fundamental Backdrop
Fundamental metrics for BAPL present a cautious picture with an overall score of 28, categorized by sparse records.
- Metrics: Key ratios such as P/E, dividend yield (DY), debt-to-equity (D/E), ROE, and market capitalization are currently unavailable in the dataset, while the fundamental risk sub-score is elevated at 60.
- Opportunities & Risks: The lack of detailed fundamental visibility prevents a deep traditional valuation analysis. While this can sometimes characterize niche industrial gas players with overlooked asset values, the high risk score and lack of consistent earnings data mean investors must rely more heavily on price action and risk management rather than underlying fundamental value.
Probability Band & Position Sizing
The 1-month probabilistic model (targeting late November 2026) outlines a median expected price of PKR 41.85, with an overall expected value near PKR 43.09 and an upward probability ($\text{prob\_up}$) of roughly 65.37%.
- Downside Tails: The model notes a 27.17% probability of a 5% decline (targeting around PKR 36.13) and an approximate 20.3% probability (1 - 0.797) of a 10% drawdown toward PKR 34.23. The 5th percentile boundary sits near PKR 28.11.
- Position Sizing Application: Because the 30-day volatility is elevated and the broader market regime is risk-off, position sizing should be conservative. If sizing a trade based on these bands, capital exposure per trade should be kept low to absorb potential moves toward the 5% or 10% adverse thresholds without damaging overall portfolio health.
Cleanest Invalidation Level
- Invalidation Level: A drop below the 10% downside threshold of PKR 34.23 serves as a clean technical invalidation level.
- Rationale: Breaching this level would not only negate the immediate bullish momentum thesis but would also push price action toward lower probability bands (such as the 25th percentile at PKR 35.55 and beyond), signaling that the prevailing risk-off market regime and profit-taking are overpowering BAPL's short-term strength.
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.
Ask the AI Analyst
Free. No login. Answers are grounded in the data shown on this page.