Latest price

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12-month forecast

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Probability of decline (12m)

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Monte Carlo simulation, 10,000 paths

95% 1-year Value at Risk

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Champion model accuracy

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M6 ElasticNet, 24-month test window

Share price: history & 12-month forecast

Monthly adjusted close, with 12-month moving average and the M3 ETS forecast fan (80% / 95% intervals)

10 models, one honest answer

Static 24-month test accuracy (MASE, lower is better). Hover a bar for the full metric breakdown.

12-month scenario fan

10,000 simulated paths, percentile bands widen with the horizon

Where price lands in 12 months

Distribution of the 10,000 simulated end prices

Can we call the direction?

Up-or-down accuracy vs a majority-class baseline, 24-month test

What tilts the odds of an up month

Logistic-regression odds ratios (above 1 raises odds, below 1 lowers)

What moves Maybank's price

Correlation of monthly returns with sector & macro drivers

Volatility over 26 years

12-month rolling volatility of monthly returns

Do the confidence bands hold up?

Actual vs promised coverage on the 24-month test window

Model validation checks

The diagnostics behind trusting these numbers

    Two models, two jobs. ElasticNet explains today's drivers. ETS forecasts safely 12 months out.
    No model beats naive. Treat every number here as a risk-managed range, not a guarantee.
    Refreshed monthly. Reproducible pipeline, rerun as new data arrives.

    Recommendations to Management