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Tata Consultancy Services Ltd
₹2,361.00
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) | 1.74% | 50.79 | Beats random walk |
| XGBoostn_estimators=200,max_depth=3,lr=0.03,subsample=0.8 | 2.06% | 62.42 | No better than random walk |
| Target date | ARIMA | XGBoost |
|---|---|---|
| 17 Aug 2026 | ₹2,361.00+0.00% vs last close₹2,290.92 – ₹2,433.22 | ₹2,371.30+0.44% vs last close |
| 18 Aug 2026 | ₹2,361.00+0.00% vs last close₹2,262.51 – ₹2,463.78 | ₹2,378.67+0.75% vs last close |
| 19 Aug 2026 | ₹2,361.00+0.00% vs last close₹2,240.95 – ₹2,487.48 | ₹2,380.86+0.84% vs last close |
| 20 Aug 2026 | ₹2,361.00+0.00% vs last close₹2,222.93 – ₹2,507.65 | ₹2,372.50+0.49% vs last close |
| 21 Aug 2026 | ₹2,361.00+0.00% vs last close₹2,207.17 – ₹2,525.55 | ₹2,377.84+0.71% 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
₹2,375.10
High
₹2,390.00
Low
₹2,333.40
Close
₹2,361.00
Volume
22,32,160
Daily Return
-0.59%
7-Day MA
₹2,397.54
20-Day MA
₹2,362.24
Volatility
35.92%
52-Week High
₹3,287.16
52-Week Low
₹1,966.02
Avg Volume
38,91,515
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Data source: Yahoo Finance via yfinance. Last recorded date: 14 Aug 2026. Historical data points: 22 records.