undamentalytics Newsletter

Lee Sang Young: insider trades

Director at PCB Bancorp. 64 open-market purchases and no sales not made under a pre-set plan, reported from November 3, 2020 to March 6, 2026.

Would copying Lee Sang Young’s purchases have beaten the S&P 500?

Buying each purchase the day after it was reported, an equal amount each, and holding it 12 months or until they reported a sale would have turned $10,000 on November 4, 2020 into $37,640 by November 2, 2026, +24.9% a year. The copy held shares only 100% of the time, so the fair comparison is the S&P 500 on those same days with Treasury bills otherwise: $23,875, +15.7% a year (the S&P 500 held throughout made $23,875, +15.7% a year). Beta against the index was 0.70. Twelve months after each report, the average purchase was +9.5% against the S&P 500 (median +1.0%), and 52% beat it: within what luck alone would produce (p = 0.33 over 6 years). Measured from the trade date, the insider’s own timing, the average was +10.7%.

With 296 insiders tested, some will look skilled or unskilled by chance alone: when we replaced each insider’s stocks with random companies bought on the same days, about 5.7 cleared the bar ahead and 23.3 behind. One record on its own proves little.

$0$20.0k$40.0k 2020202120222023202420252026 $37.6k$23.9k$23.9k
Copying Lee Sang YoungS&P 500, same days investedS&P 500, held throughout $10,000 copying Lee Sang Young’s open-market purchases from November 4, 2020, before costs and taxes, marked weekly. Each purchase gets the same starting stake, bought at the close of the first trading day after the report and sold 12 months later or the day after a reported sale of that stock; uninvested money earns the Treasury bill rate. “Same days invested” holds the S&P 500 only on the days the copy held shares, Treasury bills otherwise.
Return a year, copying
+24.9%
S&P 500, same days invested
+15.7% (held throughout +15.7%)
Time in shares
100%
Sharpe ratio (S&P 500)
0.77 (0.76)
Biggest drop (S&P 500)
−46% (−25%)
Market sensitivity (beta)
0.70
Purchases copied
64

Trade by trade

Lee Sang Young: trades against the S&P 500 afterwards
MeasuredTrades countedAverage vs S&P 500MedianWent the right wayYearst-statisticp-valueEvidence
Purchases, 3 months after the report 64 +1.0% −1.2% 45% 7 0.76 0.47 No reliable evidence
Purchases, 6 months after the report 64 +3.8% +2.5% 56% 7 1.26 0.26 No reliable evidence
Purchases, 12 months after the report 60 +9.5% +1.0% 52% 6 1.07 0.33 No reliable evidence
Purchases, 12 months after the trade 60 +10.7% +2.2% 53% 6 1.12 0.32 No reliable evidence
Sales, 3 months after the report 0 — — — — — — Not enough years
Sales, 12 months after the report 0 — — — — — — Not enough years
Sales, 12 months after the trade 0 — — — — — — Not enough years

“Average vs S&P 500” is the stock’s return including dividends minus the index’s over the same dates, from the close on the first trading day after the report, or from the close on the trade date. Only windows that have finished are counted. For sales, a negative figure means the stock lagged after it was sold, so selling was the right call (green). “Went the right way” is the share of purchases that beat the index, or of sales that trailed it. The t-statistic uses one average per year of reports, because one person’s trades bunch into the same stock and weeks, and needs trades in at least four different years; the p-value comes from the t distribution with that number of years (with four years, a t of 2 has p = 0.14). “Some evidence” means p under 5%, “strong evidence” p under 1% over at least six years.

Companies traded

CompanyTitle on the latest filingPurchasesSalesFirst reportLatest report
PCB Bancorp PCB —640November 3, 2020March 6, 2026

Trades and what followed

Moves are against the S&P 500; green means the trade went the insider’s way.

ReportedTradedCompanyTradeValue3 months after report12 months after report12 months after trade
March 6, 2026March 5, 2026 PCB Purchase $190,582 +8.7%not yetnot yet
March 4, 2026March 3, 2026 PCB Purchase $47,524 +0.9%not yetnot yet
March 2, 2026February 27, 2026 PCB Purchase $67,893 −1.6%not yetnot yet
February 24, 2026February 23, 2026 PCB Purchase $112,400 0.0%not yetnot yet
August 21, 2025August 20, 2025 PCB Purchase $293,781 −5.9%+7.6%+11.3%
July 29, 2025July 29, 2025 PCB Purchase $390,360 −5.1%+19.5%+16.1%
February 27, 2025February 27, 2025 PCB Purchase $200,309 −0.1%+2.7%+1.2%
February 24, 2025February 21, 2025 PCB Purchase $85,800 +4.4%+5.7%+5.2%
February 20, 2025February 19, 2025 PCB Purchase $111,156 +6.4%+5.2%+6.3%
February 13, 2025February 13, 2025 PCB Purchase $89,103 +3.7%+5.8%+4.2%
November 25, 2024November 25, 2024 PCB Purchase $175,948 −5.6%−8.3%−9.3%
November 18, 2024November 15, 2024 PCB Purchase $190,102 −8.5%−4.5%−7.9%
September 6, 2024September 5, 2024 PCB Purchase $320,657 +6.8%+1.4%+2.0%
June 4, 2024June 3, 2024 PCB Purchase $81,500 +20.6%+21.9%+17.8%
May 30, 2024May 29, 2024 PCB Purchase $209,541 +20.6%+16.5%+19.9%
May 23, 2024May 23, 2024 PCB Purchase $75,000 +19.2%+20.2%+21.4%
March 4, 2024March 1, 2024 PCB Purchase $138,688 −9.7%+9.1%+7.3%
February 28, 2024February 27, 2024 PCB Purchase $106,430 −9.1%+8.2%+9.6%
February 23, 2024February 22, 2024 PCB Purchase $67,002 −9.0%+9.4%+7.9%
February 21, 2024February 20, 2024 PCB Purchase $49,582 −7.0%+7.9%+2.8%
December 6, 2023December 6, 2023 PCB Purchase $129,270 −16.4%+0.6%+4.5%
November 30, 2023November 29, 2023 PCB Purchase $62,350 −12.2%+5.1%+7.5%
November 28, 2023November 27, 2023 PCB Purchase $15,700 −10.8%+7.5%+9.9%
November 22, 2023November 21, 2023 PCB Purchase $140,326 −10.0%+6.6%+7.1%
September 8, 2023September 8, 2023 PCB Purchase $59,237 +3.6%−9.6%−5.4%
September 6, 2023September 5, 2023 PCB Purchase $177,660 −1.0%−4.4%−3.8%
August 31, 2023August 30, 2023 PCB Purchase $47,100 −3.0%−6.8%+2.3%
August 9, 2023August 8, 2023 PCB Purchase $309,085 −2.0%−7.8%−8.3%
June 6, 2023June 5, 2023 PCB Purchase $29,900 −6.1%−31.4%−21.8%
June 1, 2023May 30, 2023 PCB Purchase $12,555 +5.0%−22.5%−13.8%
May 9, 2023May 8, 2023 PCB Purchase $113,889 +10.6%−8.5%−6.8%
May 5, 2023May 4, 2023 PCB Purchase $30,827 +12.7%−6.8%−8.4%
May 3, 2023May 2, 2023 PCB Purchase $40,440 +12.1%−8.4%−7.5%
April 27, 2023April 26, 2023 PCB Purchase $214,712 +9.2%−12.0%−5.6%
March 3, 2023March 2, 2023 PCB Purchase $95,039 −21.5%−35.2%−41.1%
March 2, 2023March 1, 2023 PCB Purchase $18,300 −22.1%−36.2%−40.1%
February 27, 2023February 24, 2023 PCB Purchase $274,400 −28.9%−37.5%−38.0%
February 23, 2023February 22, 2023 PCB Purchase $18,300 −27.5%−38.0%−38.3%
February 16, 2023February 16, 2023 PCB Purchase $127,640 −26.4%−34.3%−30.9%
December 5, 2022December 5, 2022 PCB Purchase $231,840 −7.9%−22.3%−22.6%
November 1, 2022November 1, 2022 PCB Purchase $227,633 −8.0%−28.2%−27.4%
September 6, 2022September 2, 2022 PCB Purchase $249,325 −1.3%−25.1%−25.7%
August 29, 2022August 26, 2022 PCB Purchase $328,059 −3.6%−27.2%−25.2%
June 9, 2022June 9, 2022 PCB Purchase $200,493 −9.3%−29.2%−26.9%
June 2, 2022June 1, 2022 PCB Purchase $118,100 −6.5%−27.0%−28.3%
March 1, 2022February 28, 2022 PCB Purchase $214,462 −5.5%−12.0%−11.7%
February 25, 2022February 24, 2022 PCB Purchase $85,811 −7.5%−11.7%−13.4%
February 23, 2022February 22, 2022 PCB Purchase $433,243 −10.9%−13.4%−15.5%
February 2, 2022February 1, 2022 PCB Purchase $83,695 −7.0%−15.3%−7.8%
November 29, 2021November 26, 2021 PCB Purchase $289,803 +7.5%−4.7%−3.0%
November 24, 2021November 23, 2021 PCB Purchase $240,950 +10.4%−3.0%−2.8%
March 4, 2021March 4, 2021 PCB Purchase $50,830 −5.6%+30.0%+43.7%
March 3, 2021March 2, 2021 PCB Purchase $59,149 +0.8%+43.7%+44.7%
February 26, 2021February 25, 2021 PCB Purchase $50,248 +0.6%+48.7%+56.8%
February 10, 2021February 10, 2021 PCB Purchase $50,707 +14.3%+66.8%+64.1%
February 3, 2021February 2, 2021 PCB Purchase $139,356 +18.4%+86.2%+76.5%
December 2, 2020December 1, 2020 PCB Purchase $50,942 +42.3%+77.0%+80.3%
November 30, 2020November 27, 2020 PCB Purchase $76,315 +33.9%+80.3%+76.9%
November 24, 2020November 23, 2020 PCB Purchase $13,449 +26.5%+77.7%+77.8%
November 19, 2020November 18, 2020 PCB Purchase $77,604 +18.0%+75.2%+75.4%
November 13, 2020November 11, 2020 PCB Purchase $60,215 +11.3%+74.3%+79.1%
November 9, 2020November 5, 2020 PCB Purchase $61,331 +7.0%+69.3%+105.2%
November 5, 2020November 3, 2020 PCB Purchase $29,874 +30.4%+108.3%+94.2%
November 3, 2020October 30, 2020 PCB Purchase $98,345 +22.1%+100.2%+100.3%

Open-market purchases and sales of at least $10,000 in companies we cover, from SEC Form 4 filings; sales made under a pre-set Rule 10b5-1 plan are not shown. “Not yet” means the window has not finished or the share price was under $5 at entry. These are the shares’ moves after each trade: they say nothing about why Lee Sang Young traded and do not suggest the use of non-public information. How every insider compares · the insider trading backtest.