undamentalytics Newsletter

Bawa Aparna: insider trades

Officer, Director at 2 companies we cover. 1 open-market purchase and 25 sales not made under a pre-set plan, reported from May 25, 2022 to October 9, 2026.

Would copying Bawa Aparna’s purchases have beaten the S&P 500?

Too few purchases to judge. Only 1 purchase has 12 months of prices after the report; we judge insiders once they have 20. The figures below can swing a long way on a handful of trades. Twelve months after each report, the average purchase was −9.2% against the S&P 500 (median −9.2%), and 0% beat it. Measured from the trade date, the insider’s own timing, the average was +4.7%. After their sales, the shares moved +10.4% against the index over 12 months on average (a negative figure means selling was the right call); 26% trailed it. None of their purchases could be priced, so there is no copy portfolio.

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.

Trade by trade

Bawa Aparna: trades against the S&P 500 afterwards
MeasuredTrades countedAverage vs S&P 500MedianWent the right wayYearst-statisticp-valueEvidence
Purchases, 3 months after the report 1 +0.2% +0.2% 100% 1 — — Not enough years
Purchases, 6 months after the report 1 −3.4% −3.4% 0% 1 — — Not enough years
Purchases, 12 months after the report 1 −9.2% −9.2% 0% 1 — — Not enough years
Purchases, 12 months after the trade 1 +4.7% +4.7% 100% 1 — — Not enough years
Sales, 3 months after the report 22 +8.8% +7.8% 18% 5 2.76 0.051 No reliable evidence
Sales, 12 months after the report 19 +10.4% +10.3% 26% 4 2.73 0.072 No reliable evidence
Sales, 12 months after the trade 19 +12.8% +15.4% 16% 4 2.26 0.11 No reliable evidence

“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
Palo Alto Networks PANW —119May 25, 2022October 9, 2026
Zoom Communications, Inc. ZM Chief Operating Officer06March 7, 2023January 10, 2025

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
October 9, 2026October 9, 2026 PANW Sale $103,070 not yetnot yetnot yet
September 28, 2026September 24, 2026 PANW Sale $102,099 not yetnot yetnot yet
September 16, 2026September 14, 2026 PANW Sale $562,200 not yetnot yetnot yet
July 1, 2026June 29, 2026 PANW Sale $302,532 +11.0%not yetnot yet
June 22, 2026June 22, 2026 PANW Sale $100,109 +23.1%not yetnot yet
June 12, 2026June 10, 2026 PANW Sale $399,835 +31.2%not yetnot yet
July 9, 2025May 30, 2025 PANW Sale $99,940 +5.5%+50.9%+24.1%
January 15, 2025December 4, 2024 PANW Sale $100,005 +5.4%−12.0%−17.3%
January 10, 2025January 10, 2025 ZM Sale $733,155 −1.7%−15.1%−16.2%
October 10, 2024October 8, 2024 ZM Sale $740,533 +11.3%−3.7%+2.2%
September 6, 2024September 5, 2024 ZM Sale $59,919 +17.9%+5.4%+7.6%
August 30, 2024November 11, 2022 PANW Sale $11,837 +0.2%−9.2%+43.6%
August 30, 2024March 1, 2022 PANW Purchase $28,175 +0.2%−9.2%+4.7%
July 10, 2024July 9, 2024 ZM Sale $632,079 +19.6%+18.8%+15.4%
June 10, 2024May 22, 2024 PANW Sale $99,820 +5.6%+12.8%+8.5%
June 6, 2024June 4, 2024 ZM Sale $53,996 +3.3%+10.3%+15.8%
September 15, 2023September 14, 2023 PANW Sale $136,057 +21.9%+9.6%+14.1%
August 23, 2023August 23, 2023 PANW Sale $170,697 +11.2%+22.5%+20.2%
June 14, 2023June 13, 2023 PANW Sale $127,002 −2.4%+5.7%+10.8%
May 30, 2023May 25, 2023 PANW Sale $148,248 +3.1%+10.2%+18.5%
March 16, 2023March 14, 2023 PANW Sale $102,447 +17.3%+14.2%+22.4%
March 7, 2023March 6, 2023 ZM Sale $502,239 −10.8%−32.8%−34.8%
February 27, 2023February 24, 2023 PANW Sale $133,398 +6.4%+34.7%+38.8%
November 21, 2022November 21, 2022 PANW Sale $122,080 +9.1%+39.3%+37.1%
August 24, 2022August 24, 2022 PANW Sale $134,402 −6.1%+13.9%+14.5%
May 25, 2022May 25, 2022 PANW Sale $476,984 +11.2%+21.5%+18.1%

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 Bawa Aparna traded and do not suggest the use of non-public information. How every insider compares · the insider trading backtest.