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Guide · Momentum

Does Frog in the Pan work?

Across 373 stocks, Frog in the Pan cut the worst fall on 84%, beat buying and holding on risk-adjusted return on 23% and on raw return on 21%. Mainly a seatbelt: it softened the big falls on most stocks, but usually gave up return to do it.

Cut the worst fall84%315 of 373 stock tests: a smaller peak-to-trough loss than holding.
Beat holding, risk-adjusted23%86 of 373: a higher Sharpe ratio than buy and hold.
Beat holding on return21%78 of 373: more money than buy and hold, after costs.
Calls right44%Of 9,321 finished calls, in before a rise or out before a fall.
Switches a year1.4Median trades per stock per year. More switching, more cost.
Time in the market57%Median share of days holding rather than in cash.

What it predicts

Momentum built from many small up days lasts longer than momentum from a few big jumps, because investors underreact to slow, steady news. Hold a 12-1 winner only if more of its days were up than down.

  • Checked on the last trading day of each month, over the window from 12 months ago to 1 month ago.
  • In when the return over that window is above zero and the window had more up days than down days.
  • Out at month-end when either fails.

Momentum plays bet that what has risen most over the past months tends to keep outperforming for a while. The family guide

How to use it

  • It trades rarely (about 1.4 switches a year), so it suits someone who checks in occasionally, and a single bad call can last months.
  • Expect to be wrong more often than right: only 44% of its calls worked. Its results come from the size of the winners, so following it means sitting through strings of small losses.
  • It worked best on Real estate (47% beat holding on risk-adjusted return) and worst on Big tech (0%).
  • Use it as one input. Your signal combines the plays you count with the other factors you weight into one call.

When it worked

Frog in the Pan did best against holding in the 2008 crash (+31% median gap) and worst in the 2020–21 rally (−18%). Median gap in return against holding the same stock (per year over stretches longer than 18 months; crypto excluded).

2008 crashRecovery 2009⁠–⁠19COVID drop2020–21 rally2022 bearSince Oct 2022
Frog in the Pan+31%−7%+0%−18%+8%−7%

Where it worked

By kind of stock: how often it beat holding on risk-adjusted return, and the median Sharpe ratio gap.

GroupBeat holding, risk-adjustedSharpe gap
Real estate47%-0.01
Indexes & ETFs43%-0.02
Media & telecom40%-0.05
Financials38%-0.02
Sectors33%-0.03
Industrials & rentals33%-0.11
Energy & power27%-0.06
Software & devices26%-0.11
Metals & mining20%-0.08
Healthcare17%-0.17
Industrials & materials14%-0.09
Consumer & retail12%-0.10
Semiconductors5%-0.12
Big tech0%-0.18

Where it helped most

Sharpe ratio gap against holding, stocks with 3+ years of history

  1. NFI NFI Group+0.51
  2. HTZ Hertz+0.38
  3. GPRO GoPro+0.36
  4. ARIS Aris Mining+0.34
  5. T Telus+0.32
  6. BTE Baytex Energy+0.30

Where it hurt most

Sharpe ratio gap against holding, stocks with 3+ years of history

  1. CURA Curaleaf-1.04
  2. MDA MDA Space-0.75
  3. HOLO MicroCloud Hologram-0.74
  4. ERO Ero Copper-0.64
  5. PET Pet Valu-0.59
  6. BTDR Bitdeer Technologies-0.58

Right now

Frog in the Pan holds 217 of 377 names as of the Oct 13, 2026 close.

No changes of call in the last two weeks.

What it says on every stock

Backtest results since 2005 (or as long as each stock has traded), against holding the same stock over the same dates, after 0.05% per switch. Past results don't promise future ones. This analysis does not constitute trading advice. Please meet with an advisor or independently review sources before making any decision.

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