#CurrencyPairPrediction Performance Metrics After running the backtest, calculate key metrics: Category Metrics Returns - Total Return- Annualized Return Risk - Max Drawdown- Standard Deviation of Returns Risk-Adjusted Returns - Sharpe Ratio- Sortino Ratio- Calmar Ratio Trading Quality - Win Rate (percentage of profitable trades)- Profit Factor (gross profit / gross loss)- Average win vs. average loss Execution - Average slippage- Spread cost impact Plot useful charts: • Equity curve: How the portfolio value changed over time. • Drawdown curve: How deep and frequent the losses were.

#CurrencyPairPrediction Performance Metrics After running the backtest, calculate key metrics: Category Metrics Returns - Total Return- Annualized Return Risk - Max Drawdown- Standard Deviation of Returns Risk-Adjusted Returns - Sharpe Ratio- Sortino Ratio- Calmar Ratio Trading Quality - Win Rate (percentage of profitable trades)- Profit Factor (gross profit / gross loss)- Average win vs. average loss Execution - Average slippage- Spread cost impact Plot useful charts: • Equity curve: How the portfolio value changed over time. • Drawdown curve: How deep and frequent the losses were.

#CurrencyPairPrediction Weekly USD/JPY Forecasting Models Using Fibonacci Retracement Forecasting the USD/JPY currency pair often combines technical analysis tools, with Fibonacci retracement being a popular choice. Analysts apply Fibonacci retracement levels (23.6%, 38.2%, 50%, 61.8%, and 78.6%) to major recent price swings to identify potential support and resistance zones. Weekly forecasting models integrate these levels with broader market trends, momentum indicators (like RSI or MACD), and economic fundamentals (such as U.S. interest rates or Bank of Japan policies). Typically, after a strong move, traders expect the USD/JPY to "retrace" part of that move before resuming its trend. Key Fibonacci levels help pinpoint where pullbacks might end or reversals might start. In a bullish trend, analysts watch retracement levels for buying opportunities; in bearish trends, they look for selling opportunities around these levels. Models also often combine Fibonacci with patterns (like channels or head-and-shoulders) for higher confidence forecasts.

#CurrencyPairPrediction Weekly USD/JPY Forecasting Models Using Fibonacci Retracement Forecasting the USD/JPY currency pair often combines technical analysis tools, with Fibonacci retracement being a popular choice. Analysts apply Fibonacci retracement levels (23.6%, 38.2%, 50%, 61.8%, and 78.6%) to major recent price swings to identify potential support and resistance zones. Weekly forecasting models integrate these levels with broader market trends, momentum indicators (like RSI or MACD), and economic fundamentals (such as U.S. interest rates or Bank of Japan policies). Typically, after a strong move, traders expect the USD/JPY to "retrace" part of that move before resuming its trend. Key Fibonacci levels help pinpoint where pullbacks might end or reversals might start. In a bullish trend, analysts watch retracement levels for buying opportunities; in bearish trends, they look for selling opportunities around these levels. Models also often combine Fibonacci with patterns (like channels or head-and-shoulders) for higher confidence forecasts.

#CurrencyPairPrediction Portfolio Management At each step: • Update your account balance. • Update open trades and their unrealized P&L (profit & loss). • Apply risk management rules: • Position sizing (fixed lot size, risk per trade, Kelly Criterion, etc.) • Stop losses, take profits, trailing stops. • Maximum drawdown limits (stop trading if too much loss).

#CurrencyPairPrediction Portfolio Management At each step: • Update your account balance. • Update open trades and their unrealized P&L (profit & loss). • Apply risk management rules: • Position sizing (fixed lot size, risk per trade, Kelly Criterion, etc.) • Stop losses, take profits, trailing stops. • Maximum drawdown limits (stop trading if too much loss).

#CurrencyPairPrediction Intraday USD/JPY trading using Fibonacci retracement involves identifying key levels on a price chart where the currency pair may reverse or stall during the trading day. Traders use Fibonacci retracement levels—typically 23.6%, 38.2%, 50%, 61.8%, and 78.6%—to assess potential support and resistance points. Here's how it works: 1. Identify a Trend: The trader first identifies the most recent significant price movement (either an upward or downward trend). 2. Plot Fibonacci Levels: Using the Fibonacci tool, the trader plots retracement levels from the start to the end of the move. 3. Wait for Price Action: Price may retrace to one of these key Fibonacci levels before continuing in the original direction or reversing. 4. Entry/Exit Points: Traders look for confirmation signals (like candlestick patterns, momentum indicators, or other technical signals) at these levels to enter or exit positions. For intraday trades, traders focus on shorter timeframes (e.g., 15-minute or 1-hour charts) and monitor price action closely for quick entries and exits. Using Fibonacci retracement in combination with other technical analysis tools can help improve the accuracy of trade decisions.

#CurrencyPairPrediction Intraday USD/JPY trading using Fibonacci retracement involves identifying key levels on a price chart where the currency pair may reverse or stall during the trading day. Traders use Fibonacci retracement levels—typically 23.6%, 38.2%, 50%, 61.8%, and 78.6%—to assess potential support and resistance points. Here's how it works: 1. Identify a Trend: The trader first identifies the most recent significant price movement (either an upward or downward trend). 2. Plot Fibonacci Levels: Using the Fibonacci tool, the trader plots retracement levels from the start to the end of the move. 3. Wait for Price Action: Price may retrace to one of these key Fibonacci levels before continuing in the original direction or reversing. 4. Entry/Exit Points: Traders look for confirmation signals (like candlestick patterns, momentum indicators, or other technical signals) at these levels to enter or exit positions. For intraday trades, traders focus on shorter timeframes (e.g., 15-minute or 1-hour charts) and monitor price action closely for quick entries and exits. Using Fibonacci retracement in combination with other technical analysis tools can help improve the accuracy of trade decisions.

#CurrencyPairPrediction Execution Simulation You must model how trades would actually get executed. Basic assumptions: • Slippage: Prices move between your prediction and actual order execution. • Spread: You must pay the bid-ask spread. • Transaction costs: Broker commissions or fees. • Order delays: Reaction time between model prediction and trade execution. If you ignore slippage and spread, you’ll dramatically overestimate performance.

#CurrencyPairPrediction Execution Simulation You must model how trades would actually get executed. Basic assumptions: • Slippage: Prices move between your prediction and actual order execution. • Spread: You must pay the bid-ask spread. • Transaction costs: Broker commissions or fees. • Order delays: Reaction time between model prediction and trade execution. If you ignore slippage and spread, you’ll dramatically overestimate performance.

#CurrencyPairPrediction Central bank actions, such as interest rate changes or monetary policy shifts, can significantly impact the USD/JPY currency pair. These actions influence investor sentiment, market liquidity, and overall risk appetite. The Fibonacci retracement levels, used to identify potential support and resistance levels in a price movement, can be impacted by these shifts. For example: 1. Rate Hikes/Cuts: A rate hike by the U.S. Federal Reserve or a rate cut by the Bank of Japan may lead to stronger USD/JPY movements, potentially breaking or respecting Fibonacci retracement levels. 2. Quantitative Easing (QE): If the Fed or BoJ engages in QE, it could weaken the currency involved, causing the price to retrace to different Fibonacci levels. 3. Market Sentiment: Central bank policies that impact market confidence can result in sharp price movements, causing the market to either reach or reverse at key Fibonacci levels. Thus, central bank actions can trigger or coincide with Fibonacci retracements as part of broader market reactions.

#CurrencyPairPrediction Central bank actions, such as interest rate changes or monetary policy shifts, can significantly impact the USD/JPY currency pair. These actions influence investor sentiment, market liquidity, and overall risk appetite. The Fibonacci retracement levels, used to identify potential support and resistance levels in a price movement, can be impacted by these shifts. For example: 1. Rate Hikes/Cuts: A rate hike by the U.S. Federal Reserve or a rate cut by the Bank of Japan may lead to stronger USD/JPY movements, potentially breaking or respecting Fibonacci retracement levels. 2. Quantitative Easing (QE): If the Fed or BoJ engages in QE, it could weaken the currency involved, causing the price to retrace to different Fibonacci levels. 3. Market Sentiment: Central bank policies that impact market confidence can result in sharp price movements, causing the market to either reach or reverse at key Fibonacci levels. Thus, central bank actions can trigger or coincide with Fibonacci retracements as part of broader market reactions.

#CurrencyPairPrediction Combining moving averages (MAs) and Fibonacci retracements in USD/JPY is a popular technical analysis strategy used to identify potential price reversals or continuation points. Here's a short summary of how they work together: 1. Moving Averages (MAs): Traders use moving averages, like the 50-period and 200-period MAs, to smooth out price data and identify the overall trend. When the price is above the MAs, it suggests an uptrend; when it's below, it suggests a downtrend. Crossovers between shorter and longer-term MAs (e.g., the 50 crossing above the 200) can signal buy or sell opportunities. 2. Fibonacci Retracements: These are horizontal lines that indicate potential support or resistance levels based on the Fibonacci sequence (typically 23.6%, 38.2%, 50%, 61.8%, and 100%). Traders use these levels to identify possible reversal points after a significant price movement. 3. Combining Both: Traders often look for confluence between key Fibonacci retracement levels and moving averages. For example, if the 38.2% Fibonacci retracement level aligns with a rising 50-period MA, this could be a strong support zone for the USD/JPY pair, suggesting a potential buy opportunity. Conversely, if a 61.8% retracement coincides with a bearish MA crossover, it could indicate a selling opportunity. By using both tools together, traders can increase the probability of successful trades by confirming the trend direction and finding precise entry/exit points.

#CurrencyPairPrediction Combining moving averages (MAs) and Fibonacci retracements in USD/JPY is a popular technical analysis strategy used to identify potential price reversals or continuation points. Here's a short summary of how they work together: 1. Moving Averages (MAs): Traders use moving averages, like the 50-period and 200-period MAs, to smooth out price data and identify the overall trend. When the price is above the MAs, it suggests an uptrend; when it's below, it suggests a downtrend. Crossovers between shorter and longer-term MAs (e.g., the 50 crossing above the 200) can signal buy or sell opportunities. 2. Fibonacci Retracements: These are horizontal lines that indicate potential support or resistance levels based on the Fibonacci sequence (typically 23.6%, 38.2%, 50%, 61.8%, and 100%). Traders use these levels to identify possible reversal points after a significant price movement. 3. Combining Both: Traders often look for confluence between key Fibonacci retracement levels and moving averages. For example, if the 38.2% Fibonacci retracement level aligns with a rising 50-period MA, this could be a strong support zone for the USD/JPY pair, suggesting a potential buy opportunity. Conversely, if a 61.8% retracement coincides with a bearish MA crossover, it could indicate a selling opportunity. By using both tools together, traders can increase the probability of successful trades by confirming the trend direction and finding precise entry/exit points.

#CurrencyPairPrediction Simulate Model Predictions Run your AI model in a chronological order, one step at a time: • Feed in historical features for time t. • Get the model’s prediction: Buy, Sell, Hold, Predict Return, etc. • Simulate the action based on the prediction. This process should mimic exactly how the model would act in live trading.

#CurrencyPairPrediction Simulate Model Predictions Run your AI model in a chronological order, one step at a time: • Feed in historical features for time t. • Get the model’s prediction: Buy, Sell, Hold, Predict Return, etc. • Simulate the action based on the prediction. This process should mimic exactly how the model would act in live trading.

#CurrencyPairPrediction Fibonacci levels are widely used to predict continuation patterns in USD/JPY by identifying key support and resistance zones where the price may pause and resume its trend. When the currency pair experiences a pullback or retracement, Fibonacci levels (23.6%, 38.2%, 50%, 61.8%) can help determine potential areas where the price may reverse and continue in the same direction. Key points: 1. Trend Identification: Identify the prevailing trend (up or down) on the USD/JPY chart. 2. Apply Fibonacci Levels: Draw Fibonacci retracement from a significant swing high to low (in a downtrend) or low to high (in an uptrend). 3. Watch for Continuation: If the price pulls back to key Fibonacci levels (such as 38.2%, 50%, or 61.8%) and shows signs of holding, it often indicates a continuation of the trend. 4. Confirmation: Use other indicators like candlestick patterns or oscillators to confirm the likelihood of trend continuation after the retracement. Fibonacci levels help traders predict where the price might find support or resistance during a pullback, making it a powerful tool for anticipating continuation in trending markets like USD/JPY.

#CurrencyPairPrediction Fibonacci levels are widely used to predict continuation patterns in USD/JPY by identifying key support and resistance zones where the price may pause and resume its trend. When the currency pair experiences a pullback or retracement, Fibonacci levels (23.6%, 38.2%, 50%, 61.8%) can help determine potential areas where the price may reverse and continue in the same direction. Key points: 1. Trend Identification: Identify the prevailing trend (up or down) on the USD/JPY chart. 2. Apply Fibonacci Levels: Draw Fibonacci retracement from a significant swing high to low (in a downtrend) or low to high (in an uptrend). 3. Watch for Continuation: If the price pulls back to key Fibonacci levels (such as 38.2%, 50%, or 61.8%) and shows signs of holding, it often indicates a continuation of the trend. 4. Confirmation: Use other indicators like candlestick patterns or oscillators to confirm the likelihood of trend continuation after the retracement. Fibonacci levels help traders predict where the price might find support or resistance during a pullback, making it a powerful tool for anticipating continuation in trending markets like USD/JPY.

#CurrencyPairPrediction The Fibonacci retracement strategy is used to identify potential support and resistance levels during a currency pair's price consolidation. In the case of USD/JPY, when the market is consolidating, traders apply Fibonacci retracement levels (typically 23.6%, 38.2%, 50%, 61.8%, and 78.6%) to identify areas where the price might reverse or stall. During consolidation, the price typically retraces part of its previous trend before continuing in the original direction. Key steps: 1. Identify the recent swing high and low on the USD/JPY chart. 2. Apply the Fibonacci retracement levels between these two points. 3. Watch for price to react at these levels, where it may reverse, stall, or break through. 4. Combine Fibonacci levels with other indicators (like RSI or MACD) for confirmation. This strategy is particularly useful in consolidation phases, as the market tends to retrace a certain percentage of its movement before deciding on a direction.

#CurrencyPairPrediction The Fibonacci retracement strategy is used to identify potential support and resistance levels during a currency pair's price consolidation. In the case of USD/JPY, when the market is consolidating, traders apply Fibonacci retracement levels (typically 23.6%, 38.2%, 50%, 61.8%, and 78.6%) to identify areas where the price might reverse or stall. During consolidation, the price typically retraces part of its previous trend before continuing in the original direction. Key steps: 1. Identify the recent swing high and low on the USD/JPY chart. 2. Apply the Fibonacci retracement levels between these two points. 3. Watch for price to react at these levels, where it may reverse, stall, or break through. 4. Combine Fibonacci levels with other indicators (like RSI or MACD) for confirmation. This strategy is particularly useful in consolidation phases, as the market tends to retrace a certain percentage of its movement before deciding on a direction.

#CurrencyPairPrediction Fibonacci retracement is a technical analysis tool used to identify potential support and resistance levels based on the Fibonacci sequence. When applied to the USD/JPY currency pair, it helps gauge volatility by measuring the extent of price retracements after a significant movement. Traders use key Fibonacci levels (23.6%, 38.2%, 50%, 61.8%) to predict where the price might reverse or find support/resistance during trends. By observing how the price reacts at these levels, traders can assess market sentiment and volatility, as significant price movements often occur around these retracement zones.

#CurrencyPairPrediction Fibonacci retracement is a technical analysis tool used to identify potential support and resistance levels based on the Fibonacci sequence. When applied to the USD/JPY currency pair, it helps gauge volatility by measuring the extent of price retracements after a significant movement. Traders use key Fibonacci levels (23.6%, 38.2%, 50%, 61.8%) to predict where the price might reverse or find support/resistance during trends. By observing how the price reacts at these levels, traders can assess market sentiment and volatility, as significant price movements often occur around these retracement zones.

#CurrencyPairPrediction Feature Engineering (Input Preparation) Before you run the backtest, you must build the features your AI model will use, just as it would in live conditions. Examples: • Moving averages, RSI, MACD. • Economic indicators (CPI surprise, unemployment rate). • Lagged returns (yesterday’s return, etc.). • Time-of-day features (session changes). Important: You must only use past and present information — never future information when calculating features. Otherwise, you would be “cheating” (this is called lookahead bias).

#CurrencyPairPrediction Feature Engineering (Input Preparation) Before you run the backtest, you must build the features your AI model will use, just as it would in live conditions. Examples: • Moving averages, RSI, MACD. • Economic indicators (CPI surprise, unemployment rate). • Lagged returns (yesterday’s return, etc.). • Time-of-day features (session changes). Important: You must only use past and present information — never future information when calculating features. Otherwise, you would be “cheating” (this is called lookahead bias).

#CurrencyPairPrediction Dealing with overshoots beyond Fibonacci levels in USD/JPY involves recognizing when price moves significantly past key Fibonacci retracement or extension levels, which may indicate an overextended market or a potential reversal point. Traders typically observe the following strategies: 1. Trend Confirmation: If an overshoot occurs, confirm the prevailing trend to assess whether the move is part of a continuation or a potential reversal. 2. Use of Confluence Zones: Look for confluence with other technical indicators like moving averages, support/resistance zones, or pivot points to determine if the overshoot is likely to hold or revert. 3. Momentum Indicators: Employ momentum indicators such as RSI or MACD to detect overbought or oversold conditions, helping identify potential exhaustion after an overshoot. 4. Price Action: Watch for signs of price action reversal, such as candlestick patterns or a shift in momentum, to gauge if the overshoot is temporary or a signal of a broader market shift. 5. Risk Management: Always use stop-loss orders to limit potential losses, especially when trading around key Fibonacci levels that have been overshot. This combination of tools and strategies can help traders manage risk and make informed decisions when dealing with overshoots beyond Fibonacci levels.

#CurrencyPairPrediction Dealing with overshoots beyond Fibonacci levels in USD/JPY involves recognizing when price moves significantly past key Fibonacci retracement or extension levels, which may indicate an overextended market or a potential reversal point. Traders typically observe the following strategies: 1. Trend Confirmation: If an overshoot occurs, confirm the prevailing trend to assess whether the move is part of a continuation or a potential reversal. 2. Use of Confluence Zones: Look for confluence with other technical indicators like moving averages, support/resistance zones, or pivot points to determine if the overshoot is likely to hold or revert. 3. Momentum Indicators: Employ momentum indicators such as RSI or MACD to detect overbought or oversold conditions, helping identify potential exhaustion after an overshoot. 4. Price Action: Watch for signs of price action reversal, such as candlestick patterns or a shift in momentum, to gauge if the overshoot is temporary or a signal of a broader market shift. 5. Risk Management: Always use stop-loss orders to limit potential losses, especially when trading around key Fibonacci levels that have been overshot. This combination of tools and strategies can help traders manage risk and make informed decisions when dealing with overshoots beyond Fibonacci levels.

#CurrencyPairPrediction Forecasting USD/JPY using both Fibonacci fan and retracement involves combining two powerful tools to predict potential price movements: 1. Fibonacci Retracement: This tool is used to identify potential levels of support and resistance based on key Fibonacci ratios (23.6%, 38.2%, 50%, 61.8%, and 78.6%) drawn between a significant high and low on a price chart. These levels indicate where the price may reverse or stall during a retracement. 2. Fibonacci Fan: This tool draws trendlines at key Fibonacci angles (23.6%, 38.2%, 50%, 61.8%) from a major peak or trough. These lines represent dynamic support and resistance levels at different angles, providing insights into the potential direction of price movement and the timing of reversals. By using both tools together: Fibonacci retracement identifies potential reversal levels for price pullbacks. Fibonacci fan provides insight into the broader trend and dynamic support/resistance zones. Traders can forecast potential areas where price might reverse or consolidate by observing how the USD/JPY price interacts with these levels, improving the accuracy of entry and exit points.

#CurrencyPairPrediction Forecasting USD/JPY using both Fibonacci fan and retracement involves combining two powerful tools to predict potential price movements: 1. Fibonacci Retracement: This tool is used to identify potential levels of support and resistance based on key Fibonacci ratios (23.6%, 38.2%, 50%, 61.8%, and 78.6%) drawn between a significant high and low on a price chart. These levels indicate where the price may reverse or stall during a retracement. 2. Fibonacci Fan: This tool draws trendlines at key Fibonacci angles (23.6%, 38.2%, 50%, 61.8%) from a major peak or trough. These lines represent dynamic support and resistance levels at different angles, providing insights into the potential direction of price movement and the timing of reversals. By using both tools together: Fibonacci retracement identifies potential reversal levels for price pullbacks. Fibonacci fan provides insight into the broader trend and dynamic support/resistance zones. Traders can forecast potential areas where price might reverse or consolidate by observing how the USD/JPY price interacts with these levels, improving the accuracy of entry and exit points.

#CurrencyPairPrediction Prepare Historical Data You need high-quality, clean data. Depending on your model’s focus, data could include: • OHLCV: Open, High, Low, Close, Volume (minute/hour/daily bars). • Tick data: For very high-frequency models. • Economic calendar events: For event-driven strategies. • News sentiment streams (optional). Key requirements: • No missing values. • Correct timestamps (proper timezone alignment!). • Adjusted for things like daylight savings (if using intraday data).

#CurrencyPairPrediction Prepare Historical Data You need high-quality, clean data. Depending on your model’s focus, data could include: • OHLCV: Open, High, Low, Close, Volume (minute/hour/daily bars). • Tick data: For very high-frequency models. • Economic calendar events: For event-driven strategies. • News sentiment streams (optional). Key requirements: • No missing values. • Correct timestamps (proper timezone alignment!). • Adjusted for things like daylight savings (if using intraday data).

#CurrencyPairPrediction The Role of Fibonacci Retracement in USD/JPY Breakout Trading Fibonacci retracement is a popular technical tool in USD/JPY breakout trading, helping traders identify potential support and resistance levels where price reversals or pauses might occur. After a breakout — when price moves strongly beyond a key level — traders often use Fibonacci retracement levels (such as 38.2%, 50%, and 61.8%) to predict where the price might pull back before resuming the trend. In USD/JPY, which is influenced by interest rates, risk sentiment, and economic data, Fibonacci levels can provide structure amid volatile movements. By combining retracement analysis with confirmation tools like volume, candlestick patterns, or momentum indicators, traders can better time entries and exits in breakout scenarios.

#CurrencyPairPrediction The Role of Fibonacci Retracement in USD/JPY Breakout Trading Fibonacci retracement is a popular technical tool in USD/JPY breakout trading, helping traders identify potential support and resistance levels where price reversals or pauses might occur. After a breakout — when price moves strongly beyond a key level — traders often use Fibonacci retracement levels (such as 38.2%, 50%, and 61.8%) to predict where the price might pull back before resuming the trend. In USD/JPY, which is influenced by interest rates, risk sentiment, and economic data, Fibonacci levels can provide structure amid volatile movements. By combining retracement analysis with confirmation tools like volume, candlestick patterns, or momentum indicators, traders can better time entries and exits in breakout scenarios.

#CurrencyPairPrediction Backtesting Backtesting means simulating how an AI model (or trading strategy) would have performed in the past using historical data. This gives you a realistic idea of: • How profitable (or not) the model is. • How much risk it would have taken. • How it would behave in different market conditions. In short: Backtesting is like “time-travel testing” — sending your model back in time to see how it would have traded.

#CurrencyPairPrediction Backtesting Backtesting means simulating how an AI model (or trading strategy) would have performed in the past using historical data. This gives you a realistic idea of: • How profitable (or not) the model is. • How much risk it would have taken. • How it would behave in different market conditions. In short: Backtesting is like “time-travel testing” — sending your model back in time to see how it would have traded.

#CurrencyPairPrediction Adjusting Fibonacci retracement levels dynamically means updating the levels as market conditions change. Traders typically do this by: Identifying new swing highs and lows: As price action evolves, new significant peaks and troughs form. Redraw the retracement from the most recent major high to low (in a downtrend) or low to high (in an uptrend). Using different timeframes: On shorter timeframes, retracements may shift more frequently. Zoom out for major trends and zoom in for short-term trades. Reacting to breakouts or invalidations: If price moves beyond the original high/low points, the retracement levels become outdated and should be recalibrated. Aligning with price structure: Watch for support/resistance reactions at Fibonacci levels; if price fails to respect these, reassess the range you're using.

#CurrencyPairPrediction Adjusting Fibonacci retracement levels dynamically means updating the levels as market conditions change. Traders typically do this by: Identifying new swing highs and lows: As price action evolves, new significant peaks and troughs form. Redraw the retracement from the most recent major high to low (in a downtrend) or low to high (in an uptrend). Using different timeframes: On shorter timeframes, retracements may shift more frequently. Zoom out for major trends and zoom in for short-term trades. Reacting to breakouts or invalidations: If price moves beyond the original high/low points, the retracement levels become outdated and should be recalibrated. Aligning with price structure: Watch for support/resistance reactions at Fibonacci levels; if price fails to respect these, reassess the range you're using.

#CurrencyPairPrediction Real Examples of USD/JPY Retracements Predicting Trends: Retracements in the USD/JPY often signal trend continuation or reversal. For instance: 2016: After the U.S. election, USD/JPY surged but pulled back to the 50% Fibonacci retracement of the initial move — this support level held, predicting a strong continuation rally into 2017. March 2020: During COVID-19 panic, USD/JPY dropped sharply, then retraced about 61.8% before resuming a broader downtrend, confirming bearish momentum. Late 2022: After peaking near 152, USD/JPY retraced about 38.2%, finding resistance that led to a steady downtrend through early 2023. In these cases, key Fibonacci retracement levels (38.2%, 50%, 61.8%) acted as critical zones where price either bounced or reversed, helping traders anticipate future

#CurrencyPairPrediction Real Examples of USD/JPY Retracements Predicting Trends: Retracements in the USD/JPY often signal trend continuation or reversal. For instance: 2016: After the U.S. election, USD/JPY surged but pulled back to the 50% Fibonacci retracement of the initial move — this support level held, predicting a strong continuation rally into 2017. March 2020: During COVID-19 panic, USD/JPY dropped sharply, then retraced about 61.8% before resuming a broader downtrend, confirming bearish momentum. Late 2022: After peaking near 152, USD/JPY retraced about 38.2%, finding resistance that led to a steady downtrend through early 2023. In these cases, key Fibonacci retracement levels (38.2%, 50%, 61.8%) acted as critical zones where price either bounced or reversed, helping traders anticipate future

#CurrencyPairPrediction Final Thought Feature engineering is a craft in Forex: It blends technical analysis, macroeconomic understanding, quantitative modeling, and market intuition. Done right, it can massively amplify the predictive power of even simple models.

#CurrencyPairPrediction Final Thought Feature engineering is a craft in Forex: It blends technical analysis, macroeconomic understanding, quantitative modeling, and market intuition. Done right, it can massively amplify the predictive power of even simple models.