Market MicrostructureTrading Psychology

Individual Investors Lose 3.8% a Year From Trading: Evidence From Taiwan

Summary by Robert Gorak · Published July 22, 2026 · Last reviewed July 22, 2026

Brad M. Barber and Yi-Tsung Lee and Yu-Jane Liu and Terrance Odean·2009·Review of Financial Studies
Sample: approximately 3.9 million individual investors, 24,000 corporations, 83 dealers, 1,600 foreigners, and 289 mutual fundsData: Complete transaction and order records for all traders on the Taiwan Stock ExchangePeriod: January 1, 1995–December 31, 1999

Individual investor underperformance describes the tendency for retail traders to lose money relative to institutional investors through their trading activity. Barber, Lee, Liu, and Odean (2009) authored "Just How Much Do Individual Investors Lose by Trading?" using Taiwan Stock Exchange data. The study covered 3.9 million individual investors from January 1995 through December 1999 and found individual investors' aggregate portfolio lost 3.8 percentage points annually. Institutions earned an annual performance boost of 1.5 percentage points over the same period. Virtually all of the individual investors' losses were traced to their aggressive, rather than passive, orders.

What the Study Found

Individual investors in Taiwan lost $NT 935 billion ($US 32 billion) from trading between 1995 and 1999. Annual losses averaged $NT 187 billion ($US 6.4 billion), equal to 2.2% of Taiwan's GDP and 2.8% of total personal income. The losses break down into trading losses (27%), commissions (32%), transaction taxes (34%), and market-timing losses (7%). Sixty-four percent of all trades emanated from aggressive orders, and virtually all individual losses traced to aggressive rather than passive trades. Institutions earned average daily profits of $NT 126.3 million net of transaction costs, and foreign investors captured 46.2% of institutional trading and market-timing profits.

Methodology

The dataset comprises the complete transaction history and underlying order records for every trader on the Taiwan Stock Exchange. The sample includes approximately 3.9 million individual investors, 24,000 corporations, 83 dealers, 1,600 foreigners, and 289 mutual funds. The data span January 1, 1995, through December 31, 1999. Monthly abnormal returns are estimated using a four-factor model controlling for market, size, value, and momentum factors.

Key Statistics

Metric Finding Context
Individual investor annual performance penalty 3.8 percentage points Aggregate individual portfolio, full sample: 1995–1999
Institutional annual performance boost 1.5 percentage points Aggregate institutional portfolio, net of commissions and taxes, 1995–1999
Total individual investor trading losses $NT 935 billion ($US 32 billion) Full sample: 1995–1999
Individual losses as share of Taiwan GDP 2.2% Full sample: 1995–1999
Share of all trades from aggressive orders 64% All trades, full sample: 1995–1999
Four-factor model R_corp,t − R_ft = α_j + β_j(R_mt − R_ft) + s_j·SMB_t + h_j·HML_t + w_j·WML_t + ε_jt Used to estimate monthly abnormal returns on each group's buy/sell portfolios

Why This Matters

Active trading appears to be a costly strategy for retail investors relative to a passive buy-and-hold approach. Because losses are concentrated in aggressive, liquidity-demanding orders, the pattern fits overconfident investors trading as if they possess private information they lack. Individual investors saving for long-term goals, such as retirement, could improve outcomes by trading less frequently or investing in low-cost diversified funds instead. Policymakers designing personal retirement savings systems should weigh the risk that untrained individual investors erode their own returns through active trading.

Frequently Asked Questions

3.8 percentage points is the annual performance penalty individual investors incurred on their aggregate Taiwan portfolio from 1995 to 1999. Losses totaled $NT 935 billion over the five-year sample period, split among trading losses, commissions, transaction taxes, and market-timing losses.

Sixty-four percent of all trades on the Taiwan Stock Exchange emanated from aggressive orders, and virtually all individual losses trace back to aggressive trades. Passive orders initially profited individuals, but those gains eroded to zero within about a month. Institutions, by contrast, profited from both aggressive and passive trades throughout the sample period.

1.5 percentage points is the annual abnormal return institutions earned on their aggregate portfolio after commissions and transaction taxes, from 1995 to 1999. Foreign investors captured 46.2% of institutional trading and market-timing profits, representing a wealth transfer from Taiwanese individual investors to foreign institutions.

Overconfidence in Taiwan and China runs, by some measures, nearly double the U.S. level, per research cited by Barber, Lee, Liu, and Odean (2009). Overconfidence is the tendency for investors to overestimate the value of their own information, leading them to trade too aggressively. Elevated overconfidence is consistent with Taiwanese investors' large trading losses.

Source

Brad M. Barber and Yi-Tsung Lee and Yu-Jane Liu and Terrance Odean (2009). Just How Much Do Individual Investors Lose by Trading?. Review of Financial Studies.

Read the full paper