Mutual Fund Unlocked: Tracking Error
Tracking error is a measure to analyse index funds. The basic premise of investing into index funds is to achieve the returns which are commensurate to that of the targeted benchmark Index. An Index Fund is a mutual fund scheme that invests in the stocks which constitute benchmark index by replicating the weightage given to the securities on the benchmark.
A Fund manager tries to achieve the investment outcomes of the target index by holding all the securities in the benchmark. Beside this there are still some reasons like higher expenditure, cash balance that lead to discrepancy between the returns of the benchmark and that of the fund. This difference in the returns of the fund with its respective benchmark is known as Tracking Error.
Tracking error is nothing but a standard deviation of the differential returns. Differential returns are defined as the difference between the index return and fund returns. So, tracking error evaluates the extent to which the differential returns differs from the average differential return.
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)
Reasons For the tracking Error
Expenditure
The fund incurs expenses like transaction fees for purchase securities, sale of securities which lead to differential returns. As these expenses gets subtracted from the returns of the fund. Higher expenses lead to higher tracking error. Vice versa lower the expenditure incurred by the mutual fund scheme, the lower will be the tracking error.
Cash Balance
In an ideal world, the full corpus of the fund is expected to be invested in the underlying securities. But this is not possible owing to the funds obligation to meet redemption and expenses incurred. So, when the mutual fund scheme holds excess cash, it has that much lesser amount to invest in the underlying benchmark which leads to mismatch in the returns.
Tracking Error is one of the key aspect to look for before choosing an index fund for investment. Funds with lower tracking error are expected to provide returns in-line with the benchmark indices as they nearly follow the benchmark index's movement. However, if an index fund shows high tracking error compared with other similar index funds, it suggests that the fund is not following its stated objectives.
To unlock more insights regarding mutual fund and its analysis, Stay Tuned to Mutual Funds Unlocked.
Mutual Fund Unlocked: Basics of Mutual Funds (Part I)
Mutual Fund Unlocked: Basics of Mutual Funds (Part II)
Mutual Fund Unlocked: NAV and Mutual Fund Costs
Mutual Fund Unlocked: Understanding the Ratios of Mutual Funds
Mutual Fund Unlocked: Information Ratio and Sortino Ratio
Mutual Fund Unlocked: R-squared, Beta and Standard Deviation
Mutual Fund Unlocked: Sharp Ratio, Treynor ratio, Jensen’s Alpha ratio.
Mutual Fund Unlocked: Portfolio Concentration Ratio