Case 062Factor investing and quantCore
A value fund has beaten its benchmark by 3% a year, but its rolling value loading has fallen from 0.45 to minus 0.10 while its momentum loading rose from zero to 0.40. Is it still a value fund, what drove the returns, and what do you do?
1The situation
You sit on the fund selection team of a multi-manager programme. Three years ago it hired Nirvaan Value Fund as its value sleeve: the manager's pitch was cheap stocks on low price to book and low price to earnings, held patiently. The fund has since beaten its benchmark by about 3% a year, and the relationship manager is pleased.
Your factor model regresses the fund's monthly returns on market, size, value and momentum over rolling 36-month windows. The value loading has fallen from 0.45 to minus 0.10; the momentum loading has risen from zero to 0.40. Over the three years, in the model's terms, the value factor returned +2%, -3% and -5% and the momentum factor +3%, +12% and +14%.
2Your task
Is Nirvaan still a value fund, how much of its outperformance came from style rather than skill, and what do you recommend to the committee?
Quick check
Nirvaan has beaten its benchmark and its value loading is now negative. What is the first conclusion?
Worked solution
Try it on paper, then open one step at a time.
30-second answerThe answer to give first
No: on its loadings Nirvaan is now a momentum fund, and about 86% of its outperformance came from that momentum tilt. Momentum exposure times a strong momentum factor explains about 2.6 of the 3.1 points a year; value added about 0.1 and stock-picking about 0.3. Put the fund on watch, ask the manager what changed, and replace it as the value sleeve if the drift is deliberate.
Step 1What do the two loadings actually say?
A factor loadingHow strongly a fund returns move with a factor, such as cheap stocks beating expensive ones; 0.45 means the fund captures about 45% of that factor move. is how much of a style's return the fund picks up. A value loading of 0.45 means the fund rose about 0.45% for every 1% that cheap stocks beat expensive ones. Minus 0.10 means it now tends to lose a little when value wins, and a momentum loading of 0.40 means it rides recent winners. It is like hiring a cook for his vegetarian thali and finding, three years later, that he serves mostly grilled chicken: the diners are happy, but it is not the meal you ordered.
Step 2How much of the 3% came from style rather than skill?
Multiply each year's average loading by that year's factor return, and whatever is left is stock selection. Momentum contributed about 0.2, 2.6 and 5.0 points in the three years, an average of 2.6 points a year, against 0.1 for value and 0.3 left for stock-picking. The outperformance grew exactly as the style drifted into a factor that was paying. Notice year three: with a slightly negative value loading, the fund even gained a little from value doing badly.
| Year | Value loading x factor | Momentum loading x factor | Stock selection | Beat the benchmark by |
|---|---|---|---|---|
| Year 1 | 0.38 x +2% = +0.76 | 0.07 x +3% = +0.21 | +0.30 | +1.27 |
| Year 2 | 0.17 x -3% = -0.51 | 0.22 x +12% = +2.64 | +0.30 | +2.43 |
| Year 3 | -0.03 x -5% = +0.15 | 0.36 x +14% = +5.04 | +0.30 | +5.49 |
| Average a year | +0.13 | +2.63 | +0.30 | +3.06 |
Step 3Why does the drift matter if the returns are good?
Because the fund was hired to do a job inside a portfolio, not to win on its own. The programme probably already holds growth or momentum managers; with Nirvaan drifting, it now holds momentum twice and value not at all. The risk shows up when momentum reverses: in a year when momentum loses 15%, a 0.40 loading costs Nirvaan about 6 points, just when the value sleeve was meant to cushion the portfolio. Good recent returns from a style that has been paying are not evidence of skill; they are evidence of exposure.
Step 4What do you recommend?
Three steps. First, check the model against the holdings: compare the portfolio's price to book and price to earnings with the value index, because a regression over 36 months lags and can be noisy. Second, meet the manager and ask directly whether the process changed, and why. A deliberate move into momentum is a mandate change, whatever the fund is called; confirm too whether the fund's own stated category or scheme documents constrain its style. Third, if the drift is confirmed and not reversed, replace Nirvaan as the value sleeve, in stages, with a manager whose loadings match the job. The limitation: factor models explain part of a fund's return, and a different model could split it differently, so treat the numbers as a strong signal, not a verdict.
Where candidates lose it
The usual loss is judging the fund on returns alone: it beat the benchmark, so keep it. That misses that a sleeve is hired for its exposure, and the outperformance came mostly from a factor the programme did not hire it for.
The opposite error is firing on the regression alone. Check the holdings and talk to the manager first; a 36-month window can drift because of a handful of stocks or a lag in the data.
What the interviewer asks next
- How would you tell style drift from a manager rotating into value stocks that happen to have momentum?
- What would the value loading need to do before you put the fund back to normal status?
- How would you size the switch to a new manager to avoid timing risk?
- Which other factor loadings would you check, and why?
Company names and figures are illustrative.
