Does anything beat buy & hold on Southern Company (SO)?
Every setup we tested on Southern Company (SO) — ranked out-of-sample, corrected for multiple testing, and forward-tracked in public from the day this page published. The honest answer is the headline.
No setup beat simply holding once tested honestly. We say so plainly.
Its best setup only beat buy-and-hold in one window — a regime artifact, not a strategy. Buy-and-hold benchmark: +14.0% CAGR over 44.6 years (+10.3% CAGR in the out-of-sample window).
Educational research from historical backtests — not investment advice. Past performance does not predict future results.
SO: we tested 750 setups and none beat simply holding Southern Company
For Southern Company (SO), we ran 750 indicator configurations against a plain buy-and-hold benchmark, and none of them earned the right to replace it. Individual stocks carry idiosyncratic risk — earnings surprises, guidance changes, sector rotation — that indicators built on price history cannot see coming. The best-looking setup, Zero-Lag MACD on the weekly timeframe, ranked at the top in-sample but delivered an out-of-sample Sharpe of 0.87, short of our hurdle of 0.99. Buy-and-hold returned +14.0% annualized over the test period; the top strategies mostly captured pieces of that same move while adding trading friction.
How to read this honestly: when you test 750 setups and keep the best one, something will always look impressive by chance alone. That is why we require the survivor to clear 0.99 out of sample. Zero-Lag MACD managed 0.87, with out-of-sample alpha of +0.5% across 13.4 years and 185 trades, and only 0.3% of everything we tested beat the benchmark on unseen data — roughly what luck would produce. None of this predicts anything: the regime that generated these numbers can shift, and single stocks shift faster than most. Treat this page as a record of what failed under honest testing, not a forecast.
Every figure above is computed from our own backtests — nothing is estimated or invented. Hypothetical results; not investment advice.
The least-bad setups — shown with their failure numbers
Nothing here earned a verdict — these are the best of a losing field, published so you can see exactly how "best" still failed.
Zero-Lag MACD
Mechanical rule (exactly as backtested): MACD built on zero-lag EMAs for faster signals - long while the zero-lag MACD line is above its signal. Signals are evaluated at weekly-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.87 · alpha +0.5% · 54 trades over 13.4 yrs.
Zero-Lag MACD
Mechanical rule (exactly as backtested): MACD built on zero-lag EMAs for faster signals - long while the zero-lag MACD line is above its signal. Signals are evaluated at weekly-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.87 · alpha +0.5% · 54 trades over 13.4 yrs.
Hull MA 20/80 Cross
Mechanical rule (exactly as backtested): VARIANT — Hull MA 20/80 cross; long while fast leads slow. Signals are evaluated at daily-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.79 · alpha -0.8% · 70 trades over 13.3 yrs.
Since publication — including if it loses
The forward record is just getting started — the gap between the two is the honest score. Marked to market nightly from real prices, rules frozen at publication, as of 2026-06-29. Currently LONG.
We tested 750 setups (indicator × parameters × timeframe) on Southern Company (SO). Only setups with ≥30 trades qualify (696 did). Setups are ranked by out-of-sample Sharpe — the last ~30% of history, which standard-parameter rules never saw during selection. Because picking the best of 750 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 0.99 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 0.3% had positive out-of-sample alpha (median OOS Sharpe 0.18) — the table below is truncated, but this summary covers all of them. Full recipe: methodology · the engine’s contract lives in the repo as STRATEGY_METHODOLOGY.md.
Top 20 of 696 eligible setups
Ranked by out-of-sample Sharpe. Full + out-of-sample columns, costs included. Hypothetical.
| # | Setup | TF | Total ret | Sharpe | Max DD | Win | Trades | α vs B&H | OOS Sharpe | OOS α | OOS trades |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Zero-Lag MACD | Weekly | >+999% | 0.62 | -30.8% | 58.9% | 185 | -6.5% | 0.87 | +0.5% | 54 |
| 2 | Zero-Lag MACD | Weekly | >+999% | 0.62 | -30.8% | 58.9% | 185 | -6.5% | 0.87 | +0.5% | 54 |
| 3 | Hull MA 20/80 Cross | Daily | >+999% | 0.57 | -30.7% | 50.0% | 260 | -7.0% | 0.79 | -0.8% | 70 |
| 4 | Detrended Price Osc. | Weekly | >+999% | 0.8 | -21.3% | 64.5% | 273 | -4.1% | 0.75 | -1.3% | 75 |
| 5 | Ehlers Cyber Cycle | Weekly | >+999% | 0.55 | -31.6% | 55.3% | 237 | -7.6% | 0.74 | -1.8% | 63 |
| 6 | Ehlers Roofing Filter | Daily | >+999% | 0.53 | -28.2% | 52.5% | 204 | -7.6% | 0.73 | -1.6% | 53 |
| 7 | Stochastic | Weekly | >+999% | 0.62 | -15.4% | 84.8% | 33 | -8.4% | 0.72 | -3.0% | 14 |
| 8 | Stochastic (10,3) | Weekly | >+999% | 0.55 | -28.2% | 52.4% | 290 | -7.5% | 0.71 | -1.6% | 82 |
| 9 | TRIX | Daily | >+999% | 0.48 | -34.7% | 51.8% | 299 | -8.3% | 0.7 | -1.9% | 84 |
| 10 | Stochastic Fast (5,3) | Weekly | >+999% | 0.54 | -32.5% | 56.5% | 306 | -7.7% | 0.69 | -1.8% | 86 |
| 11 | Volatility Regime (VIX-style) | Weekly | >+999% | 0.61 | -29.1% | 61.0% | 77 | -8.2% | 0.68 | -4.1% | 24 |
| 12 | TEMA 20/50 Cross | Daily | +911.6% | 0.46 | -31.3% | 49.8% | 261 | -8.7% | 0.67 | -2.7% | 74 |
| 13 | Stochastic RSI | Weekly | >+999% | 0.58 | -26.7% | 84.3% | 70 | -8.2% | 0.67 | -4.4% | 23 |
| 14 | Chande Forecast Osc. | Weekly | +665.5% | 0.42 | -26.4% | 53.0% | 285 | -9.3% | 0.65 | -2.9% | 73 |
| 15 | Demand Index | Weekly | >+999% | 0.73 | -26.7% | 71.4% | 119 | -5.3% | 0.64 | -1.8% | 36 |
| 16 | Projection Bands | Weekly | >+999% | 0.71 | -19.2% | 77.3% | 75 | -7.0% | 0.64 | -2.9% | 24 |
| 17 | Know Sure Thing | Daily | +631.3% | 0.4 | -38.3% | 52.8% | 307 | -9.4% | 0.63 | -2.7% | 85 |
| 18 | Center of Gravity | Weekly | +546.3% | 0.39 | -28.5% | 55.0% | 307 | -9.7% | 0.63 | -3.3% | 84 |
| 19 | Hull MA 100 Trend | Daily | +146.5% | 0.23 | -38.4% | 39.7% | 408 | -12.0% | 0.63 | -3.8% | 101 |
| 20 | MA Envelope | Weekly | >+999% | 0.59 | -20.8% | 73.2% | 71 | -8.3% | 0.6 | -3.2% | 26 |
Hypothetical backtests with 0.08%/side costs. Not investment advice — see the full disclaimer.
These are historical backtests of mechanical rules. They are educational research, not investment advice, not a recommendation, and not tailored to you. Educational information only — not investment advice. Hypothetical backtested results; past performance does not guarantee future results. Trading involves risk of loss.