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Leveraged ETF research · Research strategy

T03 · Adaptive technology trend

Uses XLK's adaptive moving average and its slope to decide when to hold TECL. The final study did not qualify this rule for selection.

TECL held or settled cash; XLK and other ETFs used only for signalsDailyLeveraged TECL fund; portfolio target at most 99%

The idea

How it works

Uses XLK's adaptive moving average and its slope to decide when to hold TECL.

Why it might work

An adaptive average may follow a sustained trend while responding to changing conditions.

When it invests

Target 99% TECL when XLK closes above a rising adaptive moving average.

When it exits

Move to cash after two held closes below the adaptive average.

What can go wrong

  • TECL is leveraged and can lose value quickly, including while an exit signal waits for its next execution window.
  • This candidate failed the study's qualification gates despite its simulated return.

Selected research result

T03 base-cost historical backtest

T03 produced a simulated historical return, but failed the finalized study's qualification gates. The result is research evidence, not an approved trading strategy.

Total return230.8%Change in simulated portfolio value over the test.
Annualized return13.1%Yearly compounded return; shown only when supported.
Worst drawdown79.4%Largest fall from an earlier portfolio high.
Sharpe ratio0.51Return relative to variability, under the source study's definition.
Trades84Completed simulated trades, when reported.

Read assumptions and limitations →

Research history

Variants and recorded runs

Repeated and diagnostic runs remain accessible under their tested variant. No run is selected by highest return.

Continuous-Base1 result
Historical study

T03 base-cost historical backtest

T03 produced a simulated historical return, but failed the finalized study's qualification gates. The result is research evidence, not an approved trading strategy.

Archived 2026-09-23Total return: 230.8%
Read result