Price Prediction for penny stocks

Screening Filters

1. Price max = 5

   • Purpose: Limit the search to penny stocks.
   • Rationale: Penny stocks are typically defined as low-priced shares, often under $5. Since the user asked for price prediction for penny stocks, this filter keeps the screen focused on the right universe.

2. Volume min = 1

   • Purpose: Exclude completely illiquid stocks.
   • Rationale: A minimum volume filter helps ensure the stocks have at least some trading activity, which makes price movement and prediction analysis more meaningful.

3. Monthly average dollar volume min = 1

   • Purpose: Further confirm tradability and liquidity.
   • Rationale: Dollar volume captures both price and share turnover, so it helps avoid extremely thinly traded penny stocks that may be difficult to enter or exit.

4. Moving average relationship: PriceAboveMA5, PriceAboveMA20

   • Purpose: Identify stocks with positive short- and medium-term trend strength.
   • Rationale: If a penny stock is trading above its 5-day and 20-day moving averages, it suggests the stock is currently gaining momentum rather than being in a weak downtrend. That makes price prediction more relevant for stocks with upward technical structure.

5. Week price change pct min = 0

   • Purpose: Keep stocks that are not declining on a weekly basis.
   • Rationale: This filter removes stocks with negative weekly performance, which helps focus on penny stocks showing at least neutral or improving recent price action.

6. One day rise prob min = 51

   • Purpose: Select stocks with a higher model-estimated chance of rising in the next day.
   • Rationale: For “price prediction,” this is directly aligned with finding penny stocks that have a statistically better-than-even probability of a short-term move up.

7. One day predict return min = 0

   • Purpose: Favor stocks with non-negative expected next-day return.
   • Rationale: This filter screens out names the model expects to lose value over the next day, improving the quality of the candidate list for short-term upside.

8. One week predict return min = 0

   • Purpose: Favor stocks with non-negative expected one-week return.
   • Rationale: This extends the price-prediction focus beyond just one day and helps surface penny stocks with a potentially constructive short-term outlook.

Why Results Match:

• The filters first define the right stock universe by limiting the search to low-priced names under $5, which matches the penny stock request.
• Liquidity filters help avoid stocks that are too thinly traded to analyze reliably or trade efficiently.
• Technical trend filters and positive recent price movement focus on penny stocks that are already showing strength, which improves the relevance of price prediction.
• The probability and predicted return filters directly align with the user’s interest in price prediction, emphasizing stocks with a better modeled chance of short-term upside.

Overall, this screening setup is designed to find tradable penny stocks with improving momentum and favorable short-term prediction signals.