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Predictive CandleScope

A probabilistic 24-hour price forecast built on the Predictive CandleScope research paper, with a ranked Alpha Board and a members-only SPY Intraday view.

Stocks Analytics

What is Predictive CandleScope and how does it forecast the next 24 hours?

Predictive CandleScope is a probabilistic price forecast for a stock, drawn on top of its recent hourly candles. Instead of one predicted line, it simulates many possible paths for the next 24 hours and shows the average path, a shaded range around it, and a few stat cards. EZPZ builds it on the Predictive CandleScope research paper (PDF).

The forecast comes from a time-series foundation model that reads the last 512 hourly candles for the ticker and runs 30 independent Monte Carlo samples for the next session. The orange line is the mean of those 30 paths. The red and green lines mark the upper and lower edges of the 10th to 90th percentile range, so roughly 90% of the simulated outcomes sit inside the band. A narrow band means the paths agree. A wide band means they do not, and the forecast is a rougher guide. Upside Probability, the first card, is the share of the 30 paths that finish above the last known close. The page has three tabs: Predictive CandleScope for any ticker, Predictive Alpha Board for a ranked table of every tracked symbol, and SPY Intraday, a members-only SPY view. The forecast is a distribution of possibilities, not a promise, and it is not a recommendation to buy or sell.

How the Predictive CandleScope page works on EZPZ

A row of three tab buttons sits at the top of the page. Predictive CandleScope opens first. Below it, the header reads Live SPY Forecast Dashboard, or the ticker you load.

  • Ticker box and GO: type a symbol and press GO or Enter to load its forecast. It opens on SPY. The box is hidden on the SPY Intraday tab.
  • Info button: the round i button opens How Predictive CandleScope Works, a short legend for the chart lines, the stat cards, and the update schedule.
  • Last Updated: shows when the loaded forecast was generated. Next to it the page notes Interval: 1-Hour and that times are in your local timezone.
  • Research link: under the section heading, Read the science behind it (Download PDF) opens the same research paper this guide links to.
  • Ask AiPe: the AiPe assistant sits in the corner. It reads the loaded ticker, the cards, and the forecast band, and it can switch the ticker or the tab for you.

Pick a tab below to see what each screen shows and a worked example from a real capture.

What does each tab on Predictive CandleScope show?

EZPZ Predictive CandleScope tab showing the Live SPY Forecast Dashboard with seven stat cards, a 24-hour probabilistic forecast chart with candlesticks, a mean forecast line, upper and lower bounds, and a volume chart underneath
The Predictive CandleScope tab on SPY: seven stat cards, the candlestick chart with the forecast band to the right of the red dashed line, and the volume chart below.

This is the default view. Load any ticker and read the cards first, then the chart. Everything to the right of the red dashed Forecast line is projected. Everything to its left is history.

CardWhat it shows
Upside ProbabilityThe share of the 30 sampled paths whose final price is above the last known close. Above 60% is a bullish lean, below 35% is a bearish lean, and in between is closer to a coin flip.
Volatility AmplificationHow much more volatile the model expects the session to be than the recent past, scaled 0 to 100%. High values mean a wider-than-usual range in either direction.
Top Tickers Aggregate PredictionThe average predicted price change, in percent, across the tracked tickers. It is a broad market read, not a forecast for the loaded symbol.
Expected High (7H) and Expected Low (7H)The model's expected price range over the next seven hours, in dollars.
Demand-Based Move (24H)The expected size of the 24-hour move, shown as plus or minus dollars, built from demand data.
IV Expected MoveThe move the options market itself is pricing in, shown as plus or minus dollars with the expiry's days to expiration in small type. It is a separate cross-check against the model.
Chart pieceWhat you are looking at
Historical PriceHourly candlesticks for roughly the last 12 days.
Mean ForecastThe orange line, the average across the 30 sampled paths.
Upper Bound and Lower BoundThe red and green lines that frame the shaded 10th to 90th percentile range.
Current PriceThe white line, with the latest price tagged at the right edge, updated during market hours.
Volume chartHistorical Volume in blue and Mean Forecasted Volume in orange, on the same time axis.

In this capture: Upside Probability is 40.0% and Volatility Amplification is 43.3%, so the lean is a little below a coin flip and the expected range is moderate. Top Tickers Aggregate Prediction is -0.1%. Expected High (7H) is $766.21 and Expected Low (7H) is $756.12. Demand-Based Move (24H) is plus or minus $5.04 and IV Expected Move is plus or minus $5.54, so the model and the options market are within about $0.50 of each other.

The chart shows a live-versus-forecast read. The Current Price line is tagged at $766.61, which is above the $766.21 Expected High (7H) and near the top of the forecast band, while the orange mean line drifts slightly down. That means the session is running hotter than the model's median expectation. The forecast band is the reference, not a ceiling.

EZPZ Predictive Alpha Board tab with four stat cards for total symbols, average upside probability, bullish and bearish counts, a symbol search and Min Upside filter, and a table ranked by Upside Probability
The Predictive Alpha Board tab: four cards, the Search and Min Upside % filters, and the table sorted by Upside Probability from highest to lowest.

The Alpha Board ranks every tracked symbol's latest 24-hour forecast in one table, produced by the same model as the CandleScope tab. Use it to find which names the model leans toward most, then click a symbol to open its full chart on the CandleScope tab in a new browser tab.

PieceWhat you see
Total SymbolsHow many symbols are in the table right now. It shrinks when you filter.
Avg Upside ProbabilityThe mean Upside Probability across the symbols shown.
Bullish and BearishCounts of symbols at 60% Upside Probability or higher, and at 35% or lower.
FiltersSearch takes a symbol. Min Upside % hides symbols below the number you enter. Apply runs the filter and Reset clears it. A Last updated stamp sits at the right.
PagingThe table shows 100 symbols per page, with a Showing count and Prev, Next, and page buttons underneath when the list is longer.
ColumnWhat you are looking at
#Rank in the current sort.
SymbolThe ticker. Click it to open that symbol's forecast on the CandleScope tab.
Upside ProbabilityThe share of the 30 sampled paths ending above the last close, with a bar. The default sort, highest first.
Prediction %The model's predicted percentage price change.
Volatility AmplificationA color-coded badge for how much more volatile the model expects that symbol to be than its recent history.
Forecast High and Forecast LowThe expected price high and low for the forecast window, in dollars.
Last UpdatedWhen that symbol's forecast was generated.

Click any column header to sort by it, and click again to reverse the order.

In this capture: Total Symbols is 63 and Avg Upside Probability is 47.3%. Bullish is 16 and Bearish is 18, so the model is close to evenly split. The top of the table reads C at 96.7%, MS at 90.0%, GS at 86.7%, and HD at 83.3%.

Compare the range columns before you rank by probability alone. C reads 96.7% with a Volatility Amplification of 43.3% and a forecast range of $130.50 to $136.48, about $6 wide. GS reads 86.7% with a Volatility Amplification of 76.7% and a range of $923.93 to $989.79, about $66 wide. Both lean up, but GS carries a much wider expected swing.

EZPZ SPY Intraday tab showing the Live SPY Intraday Forecast Dashboard with seven stat cards, an intraday probabilistic forecast chart with candlesticks and forecast bounds, and a volume chart
The SPY Intraday tab: the same seven cards and chart layout as the CandleScope tab, titled Live SPY Intraday Forecast Dashboard, with no ticker box.

SPY Intraday is a SPY-only version of the forecast. The ticker box and GO button are hidden, the header reads Live SPY Intraday Forecast Dashboard, and the chart is titled SPY, Intraday Probabilistic Forecast. It uses the same cards and chart pieces described on the CandleScope tab.

In this capture: Upside Probability is 40.0%, Volatility Amplification is 43.3%, Expected High (7H) is $766.21, Expected Low (7H) is $756.12, and IV Expected Move is plus or minus $5.54, the same readings as the CandleScope tab in the shot above. Only the Current Price tag differs, at $766.99 here against $766.61 there. Use the Last Updated line to see how fresh the forecast behind the cards is.

How do you read Upside Probability, the forecast band, and IV Expected Move together?

  1. Start with Upside Probability. Well above 50% leans bullish, well below leans bearish, and near 50% is a toss-up. Above 60% and below 35% are the page's own bullish and bearish marks.
  2. Check Volatility Amplification. A high reading means the model expects a bigger range regardless of direction, so treat the band as less precise that day.
  3. Judge the band width. A tight 10th to 90th percentile band means the 30 paths agree. A wide band means they disagree and the forecast is a rough guide.
  4. Cross-check IV Expected Move. If the options market's implied move is far bigger or smaller than the model's range, the two independent reads disagree. That gap is worth noting.
  5. During market hours, watch the white line. If price tracks the orange mean, the forecast is holding. If it is pinned to the upper or lower bound, the session is running hotter or colder than the median path.
  6. Use the Alpha Board to find names, then open the chart. Sort by Upside Probability, filter with Min Upside %, and click a symbol to read its full forecast.

How does Predictive CandleScope differ from other Stocks Analytics pages?

Most pages in Stocks Analytics describe price that has already traded. Predictive CandleScope is the one that projects a range for what may come next, and it says how sure it is through the band width.

To check the IV Expected Move card against the full options picture for a ticker, open Ticker Explorer.

What do traders use Predictive CandleScope for?

Frame the day's range

Read Expected High (7H), Expected Low (7H), and the band before the open, then compare them with IV Expected Move to see whether the model and the options market expect a similar range.

Find names the model leans on

Sort the Alpha Board by Upside Probability, set Min Upside % to 60, and open the top symbols to check band width and Volatility Amplification.

Track price against the forecast

During market hours, watch whether the white Current Price line stays near the orange mean or pushes toward a bound. It shows whether the session is running hotter or colder than expected.

Get a SPY-specific view

Members can open the SPY Intraday tab for a dedicated SPY view, and use Top Tickers Aggregate Prediction as a broad market lean.

Frequently asked questions

What is Predictive CandleScope on EZPZ?
It is a probabilistic 24-hour price forecast for a ticker, shown over its recent hourly candles. It is built on the Predictive CandleScope research paper. The page shows a mean forecast line, a shaded 10th to 90th percentile band, and seven stat cards, plus an Alpha Board and a members-only SPY Intraday tab.
How does Upside Probability work?
It is the share of the 30 sampled price paths whose final price is above the last known close. Above 60% is a bullish lean, below 35% is a bearish lean, and in between is closer to a coin flip. It describes simulated paths, not a certainty.
How often does the forecast update?
Per the page info panel, forecasts are generated once per day before market open. They are not regenerated in real time. During market hours a live price line is drawn so you can compare actual price with the forecast.
What does the shaded band on the chart mean?
It is the 10th to 90th percentile range across the 30 simulated paths, so about 90% of simulated outcomes fall inside it. A narrow band means the paths agree and a wide band means they do not, which makes the forecast a rougher guide.
How is IV Expected Move different from the forecast?
IV Expected Move is the move the options market is pricing in, taken from implied volatility for the relevant expiry and shown with its days to expiration. The forecast comes from the simulations. They are independent reads, so agreement adds context and a gap between them is worth noting.
What is the Predictive Alpha Board?
It is a ranked table of every tracked symbol with Upside Probability, Prediction %, Volatility Amplification, Forecast High, Forecast Low, and Last Updated. You can search a symbol, set a Min Upside % filter, sort any column, and click a symbol to open its full forecast.
Who can use the SPY Intraday tab?
SPY Intraday is a members-only tab. On a free account it shows a lock and an upgrade prompt, and the CandleScope and Alpha Board tabs remain the way to see forecasts.
Is a high Upside Probability a signal to buy?
No. It is the share of simulated paths that ended higher, not a promise of what happens next. Use it next to catalysts, options flow, and your own plan.