Historical 10-Year 30-Day Period [Apr 1 - May 1] Return Rankings
AnomalyBase is a platform that analyzes the seasonality (anomalies) of a wide range of financial markets, including stocks, forex, cryptocurrencies, futures, indices, and ETFs.
On this page, we present the historical performance trends for the 30-day period (Apr 1 – May 1) based on data from the past 10 years (5 years for cryptocurrencies).
You can quickly identify which assets tended to be strong or weak in this period by looking at the average return and the win/loss count.
Use these statistical patterns as a reference when considering your investment strategies.
US Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | EZCORP, Inc. | 16.49 | 9 | 1 |
| 2 | BJ's Restaurants, Inc. | 13.34 | 8 | 2 |
| 3 | EQT Corporation | 12.52 | 7 | 3 |
| 4 | Light & Wonder | 12.14 | 7 | 3 |
| 5 | Cytokinetics | 11.37 | 9 | 1 |
| 6 | SkyWest, Inc. | 11.21 | 9 | 1 |
| 7 | Ollie's Bargain Outlet | 11.07 | 8 | 2 |
| 8 | Caesars Entertainment | 10.75 | 7 | 3 |
| 9 | Sonic Automotive, Inc. | 10.24 | 8 | 2 |
| 10 | First BanCorp (Puerto Rico) | 9.65 | 8 | 2 |
Major US Stocks Symbols
European Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | DNO ASA | 12.29 | 9 | 1 |
| 2 | Odfjell SE | 10.38 | 8 | 2 |
| 3 | AQ Group AB (publ) | 10.15 | 8 | 2 |
| 4 | AddLife AB (publ) | 10.13 | 8 | 2 |
| 5 | Games Workshop Group PLC | 9.87 | 8 | 2 |
| 6 | Hypoport SE | 9.69 | 9 | 1 |
| 7 | Compagnie des Alpes SA | 9.40 | 9 | 1 |
| 8 | Wizz Air Holdings Plc | 9.19 | 8 | 2 |
| 9 | FirstGroup plc | 8.85 | 8 | 2 |
| 10 | SPIE SA | 8.70 | 8 | 2 |
Major European Stocks Symbols
Japanese Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | GMO internet, Inc. | 15.77 | 8 | 2 |
| 2 | Sanyo Denki Co., Ltd. | 14.86 | 10 | 0 |
| 3 | Interspace Co.,Ltd. | 12.30 | 8 | 2 |
| 4 | Lacto Japan Co., Ltd. | 12.01 | 8 | 2 |
| 5 | Arealink Co., Ltd. | 10.49 | 8 | 2 |
| 6 | SHIFT Inc. | 9.50 | 8 | 2 |
| 7 | WisdomTree Physical Precious Metals | 8.77 | 8 | 2 |
| 8 | AZ-COM MARUWA Holdings Inc. | 8.28 | 8 | 2 |
| 9 | Japan Aviation Electronics Industry, Limited | 8.24 | 8 | 2 |
| 10 | Chiyoda Corporation | 8.14 | 9 | 1 |
Major Japanese Stocks Symbols
Asian Stocks (ex Japan) (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | IOL CHEMICALS & PHARMACEUTICAL | 16.61 | 9 | 1 |
| 2 | Barito Pacific Tbk. | 15.61 | 9 | 1 |
| 3 | COSMO AM&T | 15.42 | 8 | 2 |
| 4 | LS ELECTRIC | 15.34 | 8 | 2 |
| 5 | TCC STEEL | 14.33 | 8 | 2 |
| 6 | ELECON ENGINEERING CO.LTD. | 14.18 | 9 | 1 |
| 7 | HANWHA ENGINE | 13.89 | 9 | 1 |
| 8 | SEAH STEEL HOLDINGS CORPORATION | 12.47 | 9 | 1 |
| 9 | LS | 11.99 | 9 | 1 |
| 10 | ILJIN ELECTRIC | 11.76 | 9 | 1 |
Major Asian Stocks (ex Japan) Symbols
Indices (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | VIX Volatility Index | 3.49 | 5 | 5 |
| 2 | Nifty 50 Index | 3.45 | 8 | 2 |
| 3 | KOSPI Index | 2.38 | 8 | 2 |
| 4 | DAX Performance Index | 2.37 | 7 | 3 |
| 5 | FTSE 100 Index | 2.34 | 8 | 2 |
| 6 | All Ordinaries Index | 2.07 | 8 | 2 |
| 7 | IBEX 35 Index | 2.07 | 8 | 2 |
| 8 | CAC 40 Index | 2.07 | 7 | 3 |
| 9 | Nikkei 225 | 2.03 | 7 | 3 |
| 10 | S&P/ASX 200 Index | 2.02 | 8 | 2 |
Major Indices Symbols
ETFs (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Direxion Daily S&P Oil & Gas Exp. & Prod. Bull 2X Shares | 20.63 | 3 | 7 |
| 2 | Direxion Daily Gold Miners Index Bull 2X Shares | 15.49 | 7 | 3 |
| 3 | SPDR S&P Oil & Gas Exploration & Production ETF | 6.85 | 3 | 7 |
| 4 | VanEck Junior Gold Miners ETF | 6.27 | 7 | 3 |
| 5 | VanEck Gold Miners ETF | 6.17 | 7 | 3 |
| 6 | Direxion Daily 20+ Year Treasury Bear 3X Shares | 5.79 | 6 | 4 |
| 7 | Global X MSCI Greece ETF | 5.27 | 9 | 1 |
| 8 | ProShares UltraShort 20+ Year Treasury | 3.82 | 6 | 4 |
| 9 | Vanguard Energy Index Fund ETF Shares | 3.68 | 4 | 6 |
| 10 | The Energy Select Sector SPDR Fund | 3.58 | 4 | 6 |
Major ETFs Symbols
Cryptocurrencies (5 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Alpaca Finance | 232.45 | 2 | 3 |
| 2 | NKN | 43.70 | 3 | 2 |
| 3 | Smooth Love Potion | 40.23 | 2 | 3 |
| 4 | BakeryToken | 35.27 | 2 | 3 |
| 5 | XRP | 24.34 | 2 | 3 |
| 6 | Bitcoin Gold | 18.67 | 2 | 3 |
| 7 | Monero | 17.95 | 2 | 3 |
| 8 | GateToken | 16.59 | 2 | 3 |
| 9 | Solana | 15.94 | 3 | 2 |
| 10 | BNB | 15.27 | 3 | 2 |
Major Cryptocurrencies Symbols
Futures (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Lean Hogs Futures (CME) | 8.89 | 9 | 1 |
| 2 | Random Length Lumber Futures | 7.68 | 4 | 6 |
| 3 | E-mini Natural Gas Futures (NYMEX) | 7.23 | 8 | 2 |
| 4 | Natural Gas Futures (NYMEX) | 7.21 | 8 | 2 |
| 5 | RBOB Gasoline Futures (NYMEX) | 4.56 | 7 | 3 |
| 6 | Rough Rice Futures (CBOT) | 4.55 | 6 | 4 |
| 7 | Corn Futures (CBOT) | 4.24 | 6 | 4 |
| 8 | Cocoa Futures (ICE US) | 3.94 | 7 | 3 |
| 9 | Cotton #2 Futures (ICE US) | 3.48 | 6 | 4 |
| 10 | Platinum Futures (NYMEX) | 3.44 | 5 | 5 |