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Tata Steel Ltd
₹183.50
ARIMA and XGBoost projections trained on data through 14 Aug 2026. Statistical extrapolation for academic purposes, not investment advice.
| Model | MAPE | RMSE | Skill |
|---|---|---|---|
| ARIMAorder=(0, 1, 0) | 0.91% | 2.07 | Beats random walk |
| XGBoostn_estimators=200,max_depth=3,lr=0.03,subsample=0.8 | 1.05% | 2.39 | No better than random walk |
| Target date | ARIMA | XGBoost |
|---|---|---|
| 17 Aug 2026 | ₹183.50+0.00% vs last close₹177.46 – ₹189.75 | ₹182.91-0.32% vs last close |
| 18 Aug 2026 | ₹183.50+0.00% vs last close₹175.02 – ₹192.39 | ₹183.44-0.03% vs last close |
| 19 Aug 2026 | ₹183.50+0.00% vs last close₹173.16 – ₹194.45 | ₹183.36-0.08% vs last close |
| 20 Aug 2026 | ₹183.50+0.00% vs last close₹171.62 – ₹196.20 | ₹183.25-0.14% vs last close |
| 21 Aug 2026 | ₹183.50+0.00% vs last close₹170.27 – ₹197.76 | ₹183.13-0.20% vs last close |
These are statistical extrapolations of past prices produced by ARIMA and XGBoost models, shown for academic purposes. Metrics come from a walk-forward backtest on data the models were not trained on.
MAPE is mean absolute percentage error and RMSE is root mean squared error, both lower-is-better. Direction is how often the predicted up/down move matched reality, where 50% is a coin flip. The random walk column predicts that tomorrow equals today; a model that does not beat it carries no predictive information.
Nothing here is investment advice or a recommendation to buy, sell or hold any security. Past price behaviour does not determine future returns.
Open
₹184.00
High
₹184.19
Low
₹180.00
Close
₹183.50
Volume
1,61,31,505
Daily Return
-0.73%
7-Day MA
₹187.13
20-Day MA
₹187.13
Volatility
17.96%
52-Week High
₹219.87
52-Week Low
₹156.83
Avg Volume
2,82,29,966
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Data source: Yahoo Finance via yfinance. Last recorded date: 14 Aug 2026. Historical data points: 22 records.