Officer at Associated Banc-corp.
1 open-market purchase and 14 sales not made under a pre-set plan, reported from May 18, 2011 to February 10, 2022.
Would copying Lau Timothy J’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. 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 June 12, 2020 into $18,995 by November 2, 2026, +10.6% a year. The copy held shares only 16% of the time, so the fair comparison is the S&P 500 on those same days with Treasury bills otherwise: $17,332, +9.0% a year (the S&P 500 held throughout made $27,189, +17.0% a year). Beta against the index was 0.15. Twelve months after each report, the average purchase was +13.6% against the S&P 500 (median +13.6%), and 100% beat it. Measured from the trade date, the insider’s own timing, the average was +8.0%. After their sales, the shares moved −8.3% against the index over 12 months on average (a negative figure means selling was the right call); 71% trailed it.
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.
Copying Lau Timothy JS&P 500, same days investedS&P 500, held throughout$10,000 copying Lau Timothy J’s open-market purchases from June 12, 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
+10.6%
S&P 500, same days invested
+9.0% (held throughout +17.0%)
Time in shares
16%
Sharpe ratio (S&P 500)
0.49 (0.84)
Biggest drop (S&P 500)
−22% (−25%)
Market sensitivity (beta)
0.15
Purchases copied
1
Trade by trade
Lau Timothy J: trades against the S&P 500 afterwards
Measured
Trades counted
Average vs S&P 500
Median
Went the right way
Years
t-statistic
p-value
Evidence
Purchases, 3 months after the report
1
−18.5%
−18.5%
0%
1
—
—
Not enough years
Purchases, 6 months after the report
1
−5.6%
−5.6%
0%
1
—
—
Not enough years
Purchases, 12 months after the report
1
+13.6%
+13.6%
100%
1
—
—
Not enough years
Purchases, 12 months after the trade
1
+8.0%
+8.0%
100%
1
—
—
Not enough years
Sales, 3 months after the report
14
−1.8%
−1.9%
57%
9
−1.03
0.33
No reliable evidence
Sales, 12 months after the report
14
−8.3%
−10.4%
71%
9
−1.47
0.18
No reliable evidence
Sales, 12 months after the trade
14
−8.0%
−11.9%
64%
9
−1.26
0.24
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.
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 Lau Timothy J traded and do not suggest the use of non-public information.
How every insider compares · the insider trading backtest.
