ABB ₹7,217.37 -0.78%ACC ₹1,245.22 -0.10%ADANIENT ₹3,060.45 +0.01%ADANIGREEN ₹1,277.17 -0.32%ADANIPORTS ₹1,757.65 -0.39%ADANIPOWER ₹208.72 -0.60%AMBUJACEM ₹393.02 +0.30%APOLLOHOSP ₹8,817.70 -0.21%ASIANPAINT ₹2,476.46 +0.16%AXISBANK ₹1,243.23 -0.22%BAJAJ-AUTO ₹11,615.63 -0.53%BAJAJFINSV ₹1,895.01 -0.97%BAJAJHLDNG ₹11,090.06 -0.39%BAJFINANCE ₹1,031.57 -0.28%BANDHANBNK ₹176.02 -0.29%BANKBARODA ₹239.01 +0.37%BHARTIARTL ₹1,830.57 -0.03%BIOCON ₹390.79 +0.04%BOSCHLTD ₹48,456.62 +0.15%BPCL ₹303.47 -0.34%BRITANNIA ₹4,960.25 -0.04%CANBK ₹124.07 +0.06%CHOLAFIN ₹1,838.35 -0.41%CIPLA ₹1,367.71 +0.13%ABB ₹7,217.37 -0.78%ACC ₹1,245.22 -0.10%ADANIENT ₹3,060.45 +0.01%ADANIGREEN ₹1,277.17 -0.32%ADANIPORTS ₹1,757.65 -0.39%ADANIPOWER ₹208.72 -0.60%AMBUJACEM ₹393.02 +0.30%APOLLOHOSP ₹8,817.70 -0.21%ASIANPAINT ₹2,476.46 +0.16%AXISBANK ₹1,243.23 -0.22%BAJAJ-AUTO ₹11,615.63 -0.53%BAJAJFINSV ₹1,895.01 -0.97%BAJAJHLDNG ₹11,090.06 -0.39%BAJFINANCE ₹1,031.57 -0.28%BANDHANBNK ₹176.02 -0.29%BANKBARODA ₹239.01 +0.37%BHARTIARTL ₹1,830.57 -0.03%BIOCON ₹390.79 +0.04%BOSCHLTD ₹48,456.62 +0.15%BPCL ₹303.47 -0.34%BRITANNIA ₹4,960.25 -0.04%CANBK ₹124.07 +0.06%CHOLAFIN ₹1,838.35 -0.41%CIPLA ₹1,367.71 +0.13%
ABB India LimitedLive · Supabase
Prediction - 15 Sept
₹7,217.37
-0.78% predicted return
Sentiment score
70
+0 pts vs prior reading
Composite signal
HOLD
73% average confidence across strategies
Volume vs 30D avg
1.92L
-23% vs 30D avg
Price & sentiment trend
Sentiment (0–100, model-weighted, updated ~weekly)
Close priceSentiment > 55Sentiment < 45
Trade strategy signals
StrategySignalConfidenceRationale
Momentum breakout
Swing · 2–10d
HOLD
59%
20D and 50D averages are within 2.1% of each other — no confirmed trend yet.
Mean reversion
Intraday
BUY
90%
Price sits near the bottom of its 14-day range (0th percentile) — a bounce setup, not a trend call.
Sentiment-weighted model signal
Position · next update
HOLD
70%
Model projects a -0.78% next close; news sentiment reads positive, diverging from the price signal.
Signals are derived from your own price history and model output (momentum & range position from stock_data, direction & sentiment from final_analysis) — illustrative, not investment advice.
Company sentiment
27 articles analyzed
70POSITIVE
FinBERT sentiment aggregated across recent news for this company. Score is 0–100, model-weighted, not a per-article breakdown.
Sentiment Heatmap
ML Model InsightsXGBoostABB
Evaluation Date: 15 Sept 2026
Architecture
XGBoost
Gradient Boosted Trees
Test R² Score
0.979
High Variance Explained
CV RMSE (5-Fold)
78.69
Validation Loss
Predicted Next Close
₹7,217.37
-0.78% vs last close
Top Driving Features
Relative feature importance in decision splits
Nifty_Volatility_20d
6.9%
Price_to_SMA20
6.7%
Nifty_Return_5d
6.2%
MACD_Signal
5.8%
BB_Position
5.8%
Financial Health
B55/100
Margins36
Leverage100
Momentum90
Valuation0
Margins & Profitability
Gross Margin
37%
Operating Margin
11%
Profit Margin
21%
Total Revenue₹139.95B
Balance Sheet
Total Cash₹73.36B
Total Debt₹1.45B
CashDebtD/C Ratio: 0.02x
Company Profile
SectorIndustrials
IndustrySpecialty Industrial Machinery
Market Cap₹1.54T
P/E Ratio97.30
52W Change+39.64%
Employees3,859
Shares Outstanding₹21.19Cr
Float %24.4%
Sector Peers

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Prediction vs ActualABB
MAPE
1.81%
MAE
₹129.62
RMSE
₹171.13
R² Score
0.7074
Direction
48.0%
Prediction Error Distribution17 of 26 predictions within ±2%
Overestimated0%Underestimated
Predicted PriceActual Price26 data points
Model accuracy metrics are computed from historical prediction-vs-actual data stored in your Supabase prediction_vs_actual table. Past performance does not guarantee future accuracy.