Use Options Data to Predict Stock Market Direction (2024)

Every trader and investor asks, “Where is the overall market (or a specific security price) headed?” Several methodologies, intensive calculations, and analytical tools are used to predict the next direction of the overall market or ofa specific security. Options market data can provide meaningful insights on the price movements of the underlying security. We look at how specific data points pertaining to options market can be used to predict future direction.

This article assumes reader familiarity with options trading and data points.

Options Indicators for Market Direction

The Put-Call Ratio (PCR)

PCRis the standard indicator that has been used for a long time to gauge the market direction. This simple ratio is computed by dividing the number of tradedput optionsby the number of tradedcall options. It is one of the most common ratios to assess the investor sentiment for a market or a stock.

Multiple PCR values are readily available from the various option exchanges. They include total PCR, equity-only PCR, and index-only PCR values. Total PCR includes both index and equities options data. Equity-only PCR contains only equity-specific options data and excludes index options. Similarly, index-only PCR contains only index-specific options data and excludes equities options data.

The majority of the index options (put options) are bought by fund managers for hedging at a broader level, regardless of whether they hold a smaller subset of the overall market securities or whether they hold a larger piece. For example, a fund manager may hold only 20large-capstocks but may buy put options on the overall index which has 50 constituent stocks.

Due to this activity, the index-only PCR and the total PCR (which include index options) values do not necessarily reflect the precise option positions against theunderlying holdings. It skews the index-only and total PCR values, as there is a greater tendency to buy the put options (for broad-level hedging), rather than the call options.

Individual traders buy equity options for trading and for hedging their specific equity positions accurately. Usually, there is no “broad-level” hedging. Therefore, analysts use the equity-only PCR values, instead of the total PCR or the index-only PCR.

The historical data from November 2006 to September 2015 for Cboe PCR (equity-only) values against the S&P 500 closing prices indicate that an increase in PCR values was followed by declines in the S&P 500, and vice-versa.

Use Options Data to Predict Stock Market Direction (1)

As indicated by the red arrows, the trend was present both over the long term and in the short term. No wonder then that PCR remains one of the most followed and popular indicators for market direction. Experienced traders also use smoothening techniques, like the 10-day exponential moving average, to better visualizechanging trends in PCR.

To use PCR for movement prediction, one needs to decide about PCR value thresholds (or bands). The PCR value breaking above or below the threshold values (or the band) signals a market move. However, care should be taken to keep the expected PCR bands realistic and relative to the recent past values. For example, from 2011 to 2013, PCR values remained around 0.6. The trend seemed to be downwards (although with low magnitude), which was accompanied by upward S&P 500 values (indicated by arrows). The sporadic jumps in the interim provided a lot of trading opportunities for traders to cash in on short-term price moves.

Any volatility index (likeVIX, also called the Cboevolatilityindex) is another indicator, based on options data, that can be used for assessing the market direction. VIX measures theimplied volatilitybased on a wide range of options on theIndex.

Options are priced using mathematical models (like theBlack Scholes Model), which take into account the volatility of the underlying, among other values. Using available market prices of options, it is possible to reverse-engineer the valuation formula and arrive at a volatility value implied by these market prices.

This implied volatility value is different than volatility measures based on the historical variation of price or statistical measures (likestandard deviation). It is considered better and more accurate than historical or statistical volatility value, as it is based on current market prices of options.

The VIX Index consolidates all such implied volatility values on a diverse set of options on the S&P 500 Index and provides a single number representing the overall market implied volatility. Here is a comparative graph of VIX values versus S&P 500 closing prices.

Use Options Data to Predict Stock Market Direction (2)

As can be observed from the above graph, relatively large VIX movements are accompanied by movements of the market in the opposite direction. Experienced traders tend to keep a close eye on VIX values, which suddenly shoot up in either direction and deviate significantly from recent past VIX values.

Such outliers are clear indications that market direction can change significantly with larger magnitude, whenever the VIX value changes significantly. The visible long-term trend in VIX indicates a similar and consistent long-term trend in the S&P 500 but in the opposite direction. Options-based VIX values are used for both short- and long-term market direction predictions.

The Bottom Line

The future is inherently unpredictable and care is necessary when betting on the market's direction. Options data points tend to show a very high level of volatility in a short period of time. When correctly analyzed using the right indicators, they can provide meaningful insights into the movement of the underlying security. Experienced traders and investors have been using these data points for short-term trading, as well as for long-term investments.

Use Options Data to Predict Stock Market Direction (2024)

FAQs

How can option trading data be used to predict the stock market direction? ›

One indicator that traders have used to gauge market direction is the put-to-call ratio, or PCR. This is obtained by dividing the volume of puts traded by calls traded on a given day.

How to predict the direction of the stock market? ›

After-hours trading commonly helps indicate the next day's open. Extended-hours trading in stocks takes place on electronic markets known as ECNs before the financial markets open for the day, as well as after they close. This activity can help investors predict the open market direction.

Can you predict stock prices based on options? ›

To use options to predict a stock's prices, the key is to look at the straddle costs for the various option dates in the stock's option chain.

What is the best predictor of market direction? ›

Moving averages are undoubtedly among the most popular trading tools and they are great to identify the market direction as well.

What is the most accurate stock predictor? ›

AltIndex – We found that AltIndex is the most accurate stock predictor for 2024. Unlike other providers in this space, AltIndex relies on alternative data points, such as social media sentiment and website analytics. It also uses artificial intelligence to convert its findings into risk-averse stock picks.

What is the best algorithm for stock market prediction? ›

The LSTM algorithm has the ability to store historical information and is widely used in stock price prediction (Heaton et al. 2016). For stock price prediction, LSTM network performance has been greatly appreciated when combined with NLP, which uses news text data as input to predict price trends.

How to accurately predict the stock market? ›

Some of the common indicators that predict stock prices include Moving Averages, Relative Strength Index (RSI), Bollinger Bands, and MACD (Moving Average Convergence Divergence). These indicators help traders and investors gauge trends, momentum, and potential reversal points in stock prices.

How to tell if a market will open up or down? ›

Understanding gap-ups and gap-downs

A full gap up occurs when the next day opening price is higher than the high price of the previous day. Check the chart below, where the green arrow depicts the gap up point. A full gap-down occurs when the opening price of the stock is lower than the previous day's low price.

How to tell if a stock is going to go up? ›

The price of a stock is largely determined by supply and demand. If demand is high, the price tends to go up, and if supply is high, the price tends to go down.

Which indicator is best for trend direction? ›

The following indicators are regarded as the best trend indicators:
  • The Bollinger Band Indicator. ...
  • The Moving Average Convergence Divergence Indicator. ...
  • The Relative Strength Index Indicator. ...
  • The On Balance Volume Indicator. ...
  • Simple Moving Average.

How do you buy options if you think stock will go up? ›

If you think the stock price will move up: buy a call option, sell a put option. If you think the stock price will stay stable: sell a call option or sell a put option. If you think the stock price will go down: buy a put option, sell a call option.

How to analyse options data? ›

You need to assess various data points like the strike price of the option, its nature and type, its last traded price (LTP), open interest and more. Unfortunately, a vast majority of traders only consider options trading as a speculative game.

How to guess market direction? ›

When a stock market breaks support levels following a long up move, makes lower highs and lower lows, and shows higher volume trends on down days, you will know that a market uptrend is in jeopardy. There is no guessing here. Simply look at the technicals and notice when price is starting to weaken.

How to use option flow data? ›

Strategies for Using Option Flow Data in Trading Decisions
  1. Identifying Entry and Exit Points. Spotting Volume Spikes: High volumes in options can signal an impending price movement in the underlying stock. ...
  2. Sentiment Analysis. ...
  3. Risk Management. ...
  4. Trend Following and Contrarian Strategies. ...
  5. Combining with Technical Analysis.

How do you find market direction using option chain? ›

The Option Chain shows the Current Market Price in the center along with the Built Up data which helps the user understand the market direction based on the last min change in OI and Price. The option chain also highlights the ITM call options in yellow color so that it is easier for traders to understand.

How is data analysis used in stock market prediction? ›

Predictive Analytics

This method uses past data to predict future market patterns, stock prices, and earnings. To assist investors in wise investment decisions, investors can utilize predictive analytics to spot patterns and trends in the stock market.

Why does options market information predict stock returns? ›

In case of positive information, call buying pressure may push call IVs up, above put IVs. In case of negative information, the opposite may happen. If informed traders prefer the options market, the IV spread may then predict future stock returns.

How to predict market by option chain? ›

The Option Chain shows the Current Market Price in the center along with the Built Up data which helps the user understand the market direction based on the last min change in OI and Price. The option chain also highlights the ITM call options in yellow color so that it is easier for traders to understand.

How can you predict the stock market? ›

Prediction methodologies fall into three broad categories which can (and often do) overlap. They are fundamental analysis, technical analysis (charting) and machine learning.

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