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After short selling resumed, what if you bought the stocks being covered the most?

Published 2026-09-30 00:39 KST

After short selling resumed for all stocks on March 31, 2025, we repeated a weekly rule 76 times: buy the 30 stocks with the largest declines in stock lending balance and sell them one week later. By September 17, 2026, 10M won became 20.09M won (+100.9%). A portfolio buying all stocks meeting the same threshold reached 14.98M won (+49.8%). The average weekly gap was +0.41%p (t 2.14), and the 30-stock portfolio outperformed the benchmark in 46 of 76 weeks. Applying the same rule to the 130 weeks from May 2021 to November 2023 produced returns 0.08%p below the benchmark per week.

Hypothesis

"Stocks with large repayments of borrowed shares rise afterward because short sellers are buying shares back to return them."

Experiment setup

After short selling resumed on March 31, 2025, we compared each Wednesday's stock lending balance with the previous week's. We selected the 30 common stocks with the largest declines in the number of borrowed shares. Only KOSPI and KOSDAQ stocks with a balance value of at least 10B won at both dates were eligible. We bought the stocks at equal weights at the next trading session's closing prices. One week later, we sold them at the closing prices and switched to a new list. We repeated this 76 times. The first purchase was on April 3, 2025, and the final sale was on September 17, 2026.

First purchase
2025-04-03
Valuation date
2026-09-17
Total invested
₩10M
Stocks
30 stocks with the largest declines in stock lending balance (replaced weekly)

Result

Final value

₩20.09M+100.9%

Half right
30 stocks with the largest declines in stock lending balance₩20.09M
All stocks meeting the threshold₩14.98M, +49.8%

Trend chart

Unit: KRW
30 stocks with the largest declines in stock lending balanceAll stocks meeting the threshold
30M15M2025-04-032025-12-262026-09-17

Each point shows the portfolio value on a day when the previous week's holdings were sold and new holdings were bought. The gap between the two lines was widest on May 7, 2026, at 8.62M won.

Verdict

Half right

For 76 weeks after short selling resumed, a portfolio bought the 30 stocks with the largest declines in stock lending balance each week. Its 10M won grew to 20.09M won. In 2021-2023, the same rule would have left 7.05M won, below the benchmark portfolio's 7.89M won.

The signal from a large volume of returned shares

A sharp weekly decline in stock lending balance means that far more borrowed shares were returned than newly borrowed. Short sellers have to buy shares back in the market to return them. This leads to the view that stocks with falling balances receive buying demand. To test this hypothesis, we compared balances each Wednesday with the previous week's and selected the 30 common stocks with the largest declines. Only stocks with a balance value of at least 10B won at both dates were eligible. For stocks with balances worth several billion won, a single lending transaction can cause a large percentage change. We bought the selected stocks at the next trading session's closing prices and sold them at the closing prices one week later. The benchmark portfolio bought all stocks meeting the same threshold at equal weights.

76 weeks after resumption: 10M won became 20.09M won

The first list was based on balances as of April 2, 2025. We bought those stocks at the closing prices on April 3. The 30-stock portfolio reached its low of 9.95M won on April 10, then grew faster than the benchmark portfolio. It peaked at 28.52M won on May 7, 2026, when the benchmark portfolio was worth 19.91M won. Both portfolios then fell sharply. By July 30, the 30-stock portfolio was worth 17.43M won and the benchmark 12.19M won. At the final valuation on September 17, the 30-stock portfolio was worth 20.09M won and the benchmark 14.98M won. The 30 stocks with the largest declines outperformed the benchmark in 46 of 76 weeks. The average weekly gap was +0.41%p, with a t value of 2.14.

It underperformed the benchmark in 2021-2023

Applying the same rule to the two earlier periods produced different results. During the 130 weeks from May 2021 to November 2023, short selling was allowed only in KOSPI 200 and KOSDAQ 150 stocks. The 30 stocks with the largest balance declines underperformed the benchmark by 0.08%p per week (t -0.75). In this period, 10M won became 7.05M won, compared with 7.89M won for the benchmark portfolio. During the 73 weeks from November 2023 to March 2025, short selling was banned for all stocks. The gap was +0.12%p (t 0.84), which was not clear-cut. The 10M won became 10.42M won, while the benchmark portfolio ended at 9.58M won. The same rule doubled the portfolio in one period but trailed the benchmark in another. The hypothesis held only after short selling resumed, so it is hard to treat it as a rule that works consistently.

The effect was brief and coincided with a rising market

Extending the holding period to 4 weeks made the gap after resumption less clear, at +0.54%p (t 0.67). If the 1-week gap had accumulated at the same rate over 4 weeks, it would have been around 1.6%p. This suggests that most of the price move after a balance decline ended within a week. The 76 weeks after resumption also coincided with a rising market, with the benchmark portfolio gaining nearly 50%. This calculation cannot distinguish between stocks with sharp balance declines rising more with the market and rising because of purchases to return borrowed shares. The sample covers only a year and a half. The calculation assumes that all 30 holdings are replaced every week. Fees and taxes would reduce the reported twofold portfolio value.

Key numbers

30-stock portfolio after resumption
20.09M won (+100.9%)
Benchmark portfolio after resumption
14.98M won (+49.8%)
Weekly gap after resumption
+0.41%p (t 2.14)
Weeks outperforming the benchmark
46 of 76 weeks
30-stock portfolio in 2021-2023
7.05M won (benchmark 7.89M won)
With a 4-week holding period
+0.54%p (t 0.67)

FAQ

Does a decline in stock lending balance mean short sellers bought shares back?
Not necessarily. A decline only means that borrowed shares were returned. These data do not show whether the shares were bought back in the market or came from existing holdings. The figures also include returns of shares borrowed for purposes other than short selling.
Could the result after resumption be due to a rising market?
Partly, yes. Over the same 76 weeks, the benchmark portfolio also grew from 10M won to 14.98M won. The 30-stock portfolio gained an average of 0.41%p more per week. But this calculation cannot determine whether the list contained many stocks that tend to rise more in a rising market.
How did stocks with the largest balance increases perform over the same period?
They moved in the opposite direction. Over the same 76 weeks, a portfolio buying the 30 stocks with the largest increases in stock lending balance ended at only 10.61M won. It underperformed the benchmark by an average of 0.42%p per week. Results for stocks with rising balances are covered separately in the Contrarian Report on the short selling ban period.

How this was calculated

We retrieved the Financial Services Commission's Stock Lending Transaction Information (outstanding borrowed shares and balance value) and Stock Price Information (closing prices and listed shares) from the Public Data Portal once a week, from April 28, 2021, through September 17, 2026. Lending signal dates were Wednesdays. If the market was closed, we used the preceding trading session. During Lunar New Year and Chuseok weeks when the market was closed from Monday through Wednesday, we used Thursday or Friday of the previous week. We calculated the rate of change by dividing the outstanding borrowed shares on the signal date by those on the previous week's signal date, then subtracting 1. Eligible stocks were KOSPI and KOSDAQ common shares with a balance value of at least 10B won at both dates, excluding preferred shares and SPACs. We selected the 30 stocks with the lowest rates of change. Purchases used the closing prices of the trading session after the signal date: Thursday that week, or the next trading session if the market was closed. Sales used the following week's closing prices for the same stocks. The benchmark portfolio bought all stocks meeting the same threshold at equal weights. Stocks with price discontinuities caused by stock splits, reverse splits or bonus issues during the holding period were excluded from that week's average. We divided the periods by purchase date into short selling allowed through November 3, 2023, banned through March 28, 2025, and resumed thereafter. Each period started afresh with 10M won. Fees, taxes, tick sizes and dividends were excluded. The t value is the mean of the weekly return differences divided by their standard error. For the 4-week holding period, t was computed on non-overlapping subsamples and averaged. The calculations can be rerun with tools/lib/lending-backtest.mjs and tools/scripts/backtest-whatif.mjs in the inverseone repository.

Data sources

  1. [1] Financial Services Commission stock lending data (balance shares, balance value), Public Data Portal (data.go.kr), 2026-09-16
  2. [2] Financial Services Commission stock price data (close, listed shares, market cap), Public Data Portal (data.go.kr), 2026-09-17
  3. [3] Press release: short selling banned on all stocks through the first half of 2024, Financial Services Commission, 2023-11-05
  4. [4] Press note: short-selling ban extended to March 30, 2025, Financial Services Commission, 2024-06-13
  5. [5] Press note: short selling fully resumes on March 31, 2025, Financial Services Commission, 2025-03-21

Stocks in this report

These are hypothetical results computed from past prices. A real trade would differ with fees, taxes, lot sizes and execution timing, and past returns say nothing about future returns. This is not a solicitation to buy or sell any security. The money flow and stock signals this service shows are estimated, for-reference information based on price and volume. It is not a solicitation to buy or sell any security, nor investment advice. It is a prior-close daily batch, not real-time quotes, and all investment decisions and responsibility are your own. The Trade button is a convenience link to your chosen brokerage's app/website; orders are placed directly at the brokerage and InverseOne is not involved in any order.