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A great book about RenTec and Jim Simons came out recently: The Man Who Solved the Market: How Jim Simons Launched the Quant Revolution. Everyone in the indust
by smabie 7y ago
A great book about RenTec and Jim Simons came out recently: The Man Who Solved the Market: How Jim Simons Launched the Quant Revolution. Everyone in the industry worships Simons and RenTec as practically god-like. What they've managed to do shouldn't really be possible and is out of this world. According to Wikipedia over a 20 year period between 1994 and 2014, RenTec realized an 71.9% annualized return in their internal Medallion fund. And before anyone says that's a fluke, let's calculate the probability of such a "fluke" using some simplifying assumptions:
1. S&P 500 returns are log-normally distributed with a log-return of 10% and volatility of 10%
2. RenTec made a mean annualized return of 71.9% over 20 years
3. The returns of RenTec are independent from year to year
We get a P<1.64E-14. Therefore, I think we all can agree that we can reject the null hypothesis of RenTec having no alpha.
And before someone says that it's a scam, there's no outside investors in the Medallion fund anymore, so if it is a scam, they would only be scamming their own employees. And if that was the case, I think we would know.
- pmoriarty 7y agoMy own suspicion is that they have access to some raw information that others don't have. An example of such information would be information gathered from insiders at other corporations or industrial espionage. It's more likely, in my view, that they've created a world-class industrial espionage outfit than that they've "solved the market" for decades where virtually everyone else has failed. On the other hand, if they really are cheating, I'm not sure why the US government (who doubtless has penetrated them with their own spies) has let them continue operating for all these years.
- smabie 7y agoI guess all the math and science PhDs they hire are actually undercover spies that finished their dissertations in order to provide a good cover?
- Inconel 7y agoWithout getting into the validity of the gp’s post, RenTec does seem to recruit from NSA/CCR, particularly in the early days. Again, not saying this lends credence to the gp’s post, just adding an interesting bit of info.
- patentatt 7y agoA perfectly innocuous connection could be that intelligence community folks are good at ... drawing conclusions from intelligence? It makes sense to recruit spooks to analyze and interpret mounds of proprietary but legally-gathered intelligence then.
- dredmorbius 7y agoNSA's core competence is signals, largely making and breaking ciphers. Intel analysis is more CIA/DIA. My understanding is that this was generally true in the 1960s-70s as well. E.g., MINARET: https://en.wikipedia.org/wiki/Project_MINARET https://en.wikipedia.org/wiki/Project_MINARET
- deepnotderp 7y agoRenTech recruited from NSA early on mostly due to Jim Simons' connections there. The recruiting they do nowadays is mostly because there are some excellent mathematicians, statisticians, information theorists, etc. there.
- synaesthesisx 7y agoI have no doubt RenTech has some of the brightest out there. However, any consistently high-performing funds warrant suspicion, especially considering how many hedge funds engage in questionable activities (corporate espionage under the guise of "forensics", hacking, insider trading). Showtime's Billions isn't as far off from reality as people think.
- patentatt 7y agoDo you think there aren’t other highly educated smart people working anywhere else in the financial industry? They’re success can’t be explained by just hiring smart people.
- pmart123 7y agoYou could say the same thing about Google and Facebook versus Twitter or Snapchat. Whatever strategies they did find and implement likely worked or were massively improved upon using the historic data the firm had on how to position quotes, what trades weren't liquidity constrained, what were the server response delays between exchanges, etc. Think about the quality between Google Maps and Apple Maps when Apple maps was first launched. Apple even hired a bunch of ex-Google Maps employees to improve their product, so it likely was using similar algorithms, but with worse data. Apple though had the luxury of gathering every iPhone user's location data though to build up their dataset. In Rentech's case, a competing hedge fund would not only have to build out the team and infrastructure, they would only likely lose a lot of money at first to gather enough data to have a similar edge. There were a lot of HFT firms like Jump, Citadel's unit, Getco that generated very impressive risk-adjusted returns for a while, but I don't believe it was close to Rentech in terms of capital capacity and number of years.
- hogFeast 7y ago> You could say the same thing about Google and Facebook versus Twitter or Snapchat. You can't. Renaissance only hire ~100-150 people, their strategy is very much based on only hiring the best of the best. This is nothing like tech. Tech firms employ thousands of engineers, you have to employ average people if your demand is this high. Jump and Citadel aren't trying to do what RenTech does either (it is very hard and very risky). They do a lot of HFT, afaik Jump is just a market maker, so they are more like tech companies in that they do not need geniuses. They just need competent bodies at scale who won't blow up the company.
- govg 7y agoThere's almost no firm with a bar to entry as high as Rentec when it comes to hiring, and almost certainly none with the amount of people who have cleared such a bar. Some smaller firms still hire similar quality, but RenTec has been around for so long and always has attracted the best candidates. It's not as simple as saying "they hire smart candidates" it's that they've hired the outright best in the market when possible.
- HSO 7y agoBut how do you know these return numbers? Esp since as you say the fund has no outside investors? Who has audited these numbers and what is your source specifically? I‘m aware of Rentec for many years and also awed by the numbers but I‘ve always wondered where do people actually get them?
- throwawaymath 7y agoEvery five - 10 years the up to date track record is provided to reputable third parties to curate publicity. For example, Bloomberg and WSJ. Generally speaking though, most firms with a track record like RenTech's prefer to keep it quiet because they don't solicit outside investment. In particular: RenTech likes to keep a handle on this publicity for the purposes of courting extremely good talent from academia and industry. That's the only reason the Medallion returns are ever intentionally publicized. Anyone investing in RenTech's other funds knows full well they're not getting the alpha powering Medallion's returns. Simons would probably have preferred to stay entirely under the radar, but the cat's out of the bag already and has been for decades. The most successful hedge funds (like the Princeton Alpha offshoots) don't court publicity because they don't need to pool risk with outside investors. They're not even hedge funds in the common sense of the term; they're proprietary trading firms run on employee and partner capital. Medallion can be thought of a prop shop within a hedge fund in that way.
- auntienomen 7y agoMedallion also had a few external investors until 2010ish, who could be a source for some of the numbers. IIRC, Bill Ziemba published their returns in the mid 2000s sometime. Also, what Princeton Alpha offshoots? IIRC, Princeton Alpha was a PDT spinoff that closed due to poor performance. Maybe you mean Princeton/Newport offshoots?
- throwawaymath 7y agoYes, I meant Newport. The Thorpe folks and such.
- minblaster 7y agoThank you. People cling to the efficient market hypothesis like it’s a law of nature.
- buzzkillington 7y ago>S&P 500 returns are log-normally distributed with a log-return of 10% and volatility of 10% [[citation needed]]
- jjoonathan 7y ago> here's no outside investors in the Medallion fund anymore, so if it is a scam, they would only be scamming their own employees The "it's a scam" theory that I heard had nothing to do with it being a Ponzi scheme, instead it was about laundering high-tax income into low-tax capital gains while maintaining a plausibly deniable investment cover story. It didn't have to beat the market, it just had to beat regulators. I have nowhere near enough domain competence to comment on the plausibility of that scenario, other than to say that I suspect if it were that easy everyone would be doing it, so on those grounds alone I suspect the conspiracy theory I heard was incorrect. Someone more invested in the idea that it's a conspiracy would likely just argue that it isn't easy to be good at this or that there are economies of scale, so only one dominant player. Shrug.
- throw0101a 7y ago> ... high-tax income into low-tax capital gains while maintaining a plausibly deniable investment cover story. There are public swap-based ETFs (in Canada) formulated around this concept: * https://www.pwlcapital.com/understanding-swap-based-etfs/ https://www.pwlcapital.com/understanding-swap-based-etfs/ * https://en.wikipedia.org/wiki/Total_return_swap https://en.wikipedia.org/wiki/Total_return_swap
- thewarrior 7y agoBut how exactly would this laundering work ?
- billsnow 7y agoI think he means that they funnel the income from fees into this "black box" fund and that's what creates the huge returns. My instinct would be that there's no way this would get past auditors, but then again, Madoff got away with cooked books, so it's plausible.
- hogFeast 7y agoThe book actually covers this. What they did is somewhat complex and involved obtaining leverage as much as the tax savings but basically they turned short-term capital gains into long-term gains. That saved something like $7bn, iirc, out of the $100bn in net profit they have generated...so it is not significant.
- throw0101a 7y ago> A great book about RenTec and Jim Simons came out recently: A podcast interview with the author: * https://awealthofcommonsense.com/2019/11/talk-your-book-greg-zuckerman-on-jim-simons-renaissance-technologies/ https://awealthofcommonsense.com/2019/11/talk-your-book-greg... * https://awealthofcommonsense.com/2019/11/non-intuitive-lessons-from-the-man-who-solved-the-market/ https://awealthofcommonsense.com/2019/11/non-intuitive-lesso...
- eternalny1 7y agoThey are being sued for back taxes to the tune of $6.8 billion. So this may not be as legit as it seems.
- throwawaymath 7y agoThat $6.8 billion is nowhere near the total returns generated by Medallion over its lifetime. I agree the basket option scheme with Deutsche was questionable financial engineering, but the tax implications could at best augment the returns of an already profitable strategy. You cannot account for ~40% annual average returns over 30 years (after 5% management and 44% performance fees) using clever tax evasion.
- javiermares 7y agoHold on, it's not comparable to the ~10$ CAGR of the SP500 is it? RenTec's fund is capped so it's an average return of 71.9% but not an annualized return, since the returns are not compounded. Correct?
- javiermares 7y ago* ~10%
- eigenvalue 7y agoThat's right, they dividend out the profits each year (or at least they started doing that once the fund got over ~$5b or so). Otherwise if you do the math (1.66^33) they would end up with most of the money in the world!
- soVeryTired 7y agoSounds like you've assumed that rentech are running the same volatility as the S&P 500. That's very unlikely to be true - most systematic hedge funds ran crazy high risk in the '80s and '90s. But even if you assume it's a coin toss as to whether they perform well in any given year, twenty good years in a row is impressive. My best guess is that it's a combination of luck, skill, and hindsight bias. Rentech probably had (has?) an edge. They were also partly lucky: in investment, you can do everything right and still lose money. There were also many other players: had LTCM not blown themselves up, we might be marvelling at their investment prowess now.
- cepth 7y agoIn the book (“The Man Who Solved the Markets”), the author actually provides the Sharpe ratios for their flagship fund (“Medallion”). Medallion’s Sharpe Ratio has almost never been below 2.0, and has been as high as 7.0 (!!!) in some years. I’ll link to the Wikipedia page below for the math, but these figures would highly suggest that their returns are much less likely the result of luck, and more likely the result of some edge/alpha generation. https://en.wikipedia.org/wiki/Sharpe_ratio https://en.wikipedia.org/wiki/Sharpe_ratio
- soVeryTired 7y agoWell I'm saying it's both skill and luck, combined with hindsight bias. They're famous because Medallion is the best performing quant fund. Even if quant funds were just chumps tossing coins, if you pick the best of a number of them, you'll get something that looks good. Now that maths still doesn't stack up that they were just lucky - they probably had skill too. But I think it's more likely that they had a modest edge and were lucky than it is that they had a large edge and got an average result.
- maest 7y agoThing is, with the amount of leverage they are running, it's more luck than skill. Luck means making big returns, skill means doing it with low volatility and high Sharpe.
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- zelly 7y agoThe "it's a scam" angle is they're insider trading.
- jandrese 7y agoNot necessarily, they could be money laundering instead.
- nitrogen 7y agoContinuing the speculation, they could be just "picking" the stocks after the fact when the returns are already known, iff there is no external record of their positions and transactions
- smabie 7y agoThere is an external record, 13F filings. Every quarter funds above a certain AUM have to disclose to the public their top long equity holdings. I’ve personally analyzed these holdings at my old quant job, they definately trade.
- svd4anything 7y agoThey probably have significantly better raw data sets than even their competitors like AQR or Two Sigma. Satellite data on parking lots. Credit card swipe statistics. Parsed and structures full financials. Supplier consumer relationships. Analyst data. Short interest data. Options activity. Fund holdings. ... Everything you can possibly think of. All integrated into a single streamline analytical and modeling technological infrastructure. So yes to us little people it is insider trading. But I’m 99% sure it is real alpha at the core.
- 55555 7y agoSAC Capital says hi
- Spooky23 7y ago> What they've managed to do shouldn't really be possible and is out of this world. We don’t live in a world of wizards. When impossible feats are delivered on schedule for years without others figuring out is a hint that something is up. Someday, we’ll learn about whatever combination of corruption, grift or other bullshit that was lurking behind the curtain.
- mjberg01 7y agoHave you read the book?
- svd4anything 7y agoThey have massive alpha. Why is this so confusing to outsiders. Huge effort on detailed historical data sets combined with top of the world modeling techniques creates alpha, it shouldn’t surprise anyone.
- 55555 7y ago> And before someone says that it's a scam, there's no outside investors in the Medallion fund anymore, so if it is a scam, they would only be scamming their own employees. And if that was the case, I think we would know. There are other possibilities. For example shifting profitable trades that occurred in their external funds to their internal funds. In which case it is partly a 'scam' and they would not be scamming their own employees.
- robotresearcher 7y ago> We get a P<1.64E-14. Therefore, I think we all can agree that we can reject the null hypothesis of RenTec having no alpha. The probability of my particular shuffled card deck is around 1E-68: vanishingly less likely. Therefore I think we can all agree we can reject the null hypothesis that my card deck was obtained at random. /s Highly unlikely things happen all the time. Their occurrence should not be ascribed to alpha due to occurrence. The probability of occurrence due to occurrence is of course 1.
- smabie 7y agoWell if you prrdicated such a permutation, that would indeed reject the null hypothesis. If 1.64E-24 doesn’t convince you, how do you manage to believe in anything at all? Thr world view you are positing is essentially solipsistic: there’s nothing that exists or is true except your own existence. Hopefully we all can agree that at best, such a view results in paralysis, at worst, absolute destruction. Moreover, I don’t think you or anyone else actually applies your logic in your own life. If you did, you would be dead because of your disbelief in reality. For example, you migh conclude that eating is unnecessary, because the people who starved to death were just unlucky and that in fact, there’s been no “proof” that people need food at all. Or even proof that people exist at all!
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