Why Did the NBA Miss On Jeremy Lin?

(Photo: DvYang)

In my last post, I reviewed how difficult it was to evaluate quarterbacks in the NFL draft. Essentially, I noted that there were several factors connected to where a quarterback was selected in the draft. But those factors failed to predict future performance. Given how difficult it was to just predict the future performance of veterans in the NFL, the difficulty people have forecasting the NFL performance of college quarterbacks is not surprising.  In sum, “mistakes” on draft day in the NFL simply reflect the immense complexity of the problem.

In the NBA, though, it is a very different story. Veteran NBA players – relative to what we see in the NFL – are far more consistent over time. And although we cannot predict future NBA performance on draft day perfectly, we certainly know something. Part of that “something” that we know is that NBA teams make mistakes by focusing on the “wrong” factors. To illustrate, let’s talk about Jeremy Lin.

Right now, people are wondering how a player like Lin could have been missed by NBA decision-makers. The research I published with Aju Fenn and Stacey Brook in the Journal of Productivity Analysis last year (research discussed in Stumbling On Wins) might help some shed some light on this issue.

Our paper looked at the NBA draft from 1995 to 2009. The first issue we considered was which factors impacted where a player was drafted.  The following table (from Stumbling On Wins) lists the factors that we considered. On the left are the factors that we found statistically impacted draft position, and on the right are the factors that we found didn’t matter.

What Explains Draft Position in the NBA?

Improve Draft Position

Don’t Help Draft Position

Points Scored*


Shooting Efficiency from Two-Point Range


Shooting Efficiency from Three-Point Range

Free Throw Percentage


Player’s Race

Steals *

Playing Center

Blocked Shots*

Playing Power Forward

Height, relative to position played

Playing Point Guard

Playing in the Final Four the year drafted


Playing for an NCAA Champion the year drafted


Playing in a Major Conference


Lower Draft Position


Players age when drafted


Personal Fouls*


Playing Shooting Guard


* – per 40 minutes played, adjusted for position played

In the above table we see that being able to rebound, avoid turnovers, and hit free throws doesn’t impact a player’s draft position. However, there were seven box score statistics that did matter.  Of these – as the following table (again, taken from Stumbling on Wins) notes – points scored had by far the largest impact on draft position. Such a result is consistent with past studies of free agent salaries, research on who gets cut from NBA teams, the voting for the All-Rookie team (by the NBA coaches), and the coaches’ allocation of minutes.  Yes, scoring dominates player evaluation in the NBA and the domination begins on draft night.

The Impact of a One Standard Deviation Increase in Statistically Significant Performance Variables


Draft Slots Gained from a One Standard Deviation Increase



Blocked Shots


Personal Fouls




Two point field goal percentage




Three point field goal percentage


Given these results, let’s look at Jeremy Lin’s stats when his college career ended in 2010.  Here is what we knew about Lin at that point:

  • Lin was 22 years old, so he was relatively old for an NBA prospect (older players – as the above table notes – are taken later)
  • Lin is about 6ft. 3in. tall, or only about an inch bigger than an average point guard. So Lin isn’t short, but he isn’t exceptionally large either.
  • Lin did not play in the Final Four, NCAA Championship, or in a major conference. All of those would have helped his draft position. We should note, appearing in the Final Four only matters in the year the player is drafted; appearing in other years does not matter. Apparently, being a “winner” is a characteristic that wears off.
  • Lin averaged 16.4 points per game.  This is about average for a point guard selected out of the college ranks by the NBA from 1995 to 2009. So Lin did not excel at the box score statistic that matters the most.
  • Lin was above average with respect to shooting from two-point range, steals, and blocked shots. But he was below average with respect to shooting from three-point range, assists, and personal fouls.
  • Finally, he was above average with respect to rebounding (for a point guard).  But no matter how we considered rebounding (per game averages, per minute average, or rebounding percentages) we never found rebounding to impact a player’s draft position.

When we put the entire picture toge
ther, we should not be surprised that Lin wasn’t drafted.  After all, he was a relatively old player from a minor conference that didn’t excel at scoring.

Of course Lin’s performance with the Knicks suggests that decision back in 2010 wasn’t correct. Was there anything in Lin’s college performance that would suggest that Lin would be a productive NBA player? Before we get to those numbers, it should be emphasized that college numbers are not a crystal ball into a player’s pro career. However, they are much better at predicting performance than whatever methods the NBA employs when making choices in the draft.

Let’s start with a summary of Lin’s numbers. Wins in basketball are primarily about shooting efficiency (i.e. the ability to put the ball in the basket), and your ability to gain and keep possession of the ball (i.e. rebounds, steals, and turnovers).  The importance of these factors drives the calculation of Wins Produced.  This model can be simplified into Win Score, which is calculated as follows:

Win Score = Points + Steals + Offensive Rebounds + ½*Defensive Rebounds + ½*Assists + ½*Blocked Shots – Field Goal Attempts – ½*Free Throw Attempts – Turnovers – ½*Personal Fouls

An average point guard selected in the NBA draft from 1995 to 2009 posted a 5.8 Win Score per 40 minutes (WS40) in his last year in college.  In 2009-10, Lin posted an 8.0 WS40, which meant he was an above average prospect.

Lin’s above average Win Score was driven by his ability to excel at shooting efficiency from two-point range, his ability to get rebounds, and his ability to get steals. When we look at which college factors predict an NBA player’s productivity, we find that it is these very same factors that matter: shooting efficiency from two-point range, rebounds, and steals.

Now what factors don’t matter? We found that a player’s height, age, and other box score numbers are not associated with more NBA production later on. In addition, appearing in the Final Four – a factor that clearly impacts draft position – doesn’t suggest higher production in the future.  In sum, what Lin didn’t have in 2010 wasn’t related to his future NBA prospects.  Consequently – contrary to what people in the NBA thought back in 2010 — people outside the NBA argued (again, back in 2010) that Lin might be worth a look.  

The last team to overlook Lin was the Houston Rockets — they cut Lin back in December.  At that time, the point guard the Rockets decided to keep was Jonny Flynn.  Back in 2009, Flynn – after posting a 4.7 WS40 at Syracuse in 2008-09 (that is a below average mark) — was the 6th player taken in the NBA draft.  As of last December, Flynn had played more than 3,300 minutes in the NBA and again posted below average numbers. Despite all this evidence that Flynn is not an above average basketball player, the Rockets kept Flynn over Lin.

What explain this “Flynnsanity”?  Not only do NBA decision-makers focus on the wrong issues on the NBA draft, they also are slow to let these decisions go.  A player’s draft position impacts minutes played – even after we control for performance – several years into a player’s career.  So it’s not surprising that Flynn – who did not play well in college or in the NBA – was chosen by the Rockets over Lin. Flynn was supposed to be a star in college. He was supposed to be a star when he was drafted. And I am sure, people still believe Flynn may someday be a star in the NBA.  

But given the consistency of NBA performance, it seems unlikely Flynn will ever be a star. And although the sample is still quite small, we now have even more evidence that Lin – contrary to what was thought by many (but not all) back in 2010 — will be a productive NBA player.

All this tells us is that although it’s much easier to evaluate talent in the NBA than the NFL, the results for teams in both leagues appear to be the same. And until decision makers in the NBA can do a better job of focusing on what matters – and ignoring what doesn’t – decisions in the NBA are likely to continue to look very much like what we see in the NFL.

Mike J

Thank you for the most coherent look at why Lin wasn't highly regarded. Absolutely brilliant. As a long-time fan of the NBA I must say that it has been clear that the "decision-makers" tend to focus on the wrong things. But I find it even more interesting that Houston's GM (Morey?) also waived Lin. I thought he WAS into advanced statistical analysis.

Rayfil Wong

I would like to highlight your great point about Jeremy Lin not being in NCAA tournaments. Wade got great exposure during his March Madness Run.

Great post and adding to my Jeremylinbball (dot) com blog.

Also. Jeremy Lin since college has worked with shooting and strengthening coaches.

Rayfil Wong


Jeremy Lin is California's only former HS Player of the Year to receive zero DI offers. 300 teams passed on him. That is clear prejudice. Lin's last two HS seasons his team went 66-3, won the state championship. His team had nobody over 6'4 while powerhouse Mater Dei lost despite having 7 players 6'7 or taller who all got D1 scholarships.
In college Lin took Harvard to its best season in 60 years. Lin destroyed 1st rd picks at UConn, BC, Georgetown every time they played. Only Ivy player in history with 1450 points, 450 rebounds, 450 assists, 200 steals. Goes undrafted.

The biggest problem with this article is with the Warriors in limited time, advanced stats showed Lin had the best efficiency and adjusted plus/minus on his NBA team. In DLeague Lin absolutely dominated his rookie season. Why did teams continue to doubt him?
All the EXCUSES don't make sense. Even the Knicks were about to cut him. He's improved but his core skills were always there from HS. It didn't matter what Lin did on the court, in practice, at every level he has had to overcome prejudice and confirmation bias. It took a desperate situation to get one chance.



This article seems to forget that Jeremy played shooting guard in college, not PG


Lin DIDN'T go to a major basketball school factory, which this study indicates is a reason why Jeremy Lin wasn't selected. Well, go research a bit further.

Jeremy Lin was Player of the Year in the state of California in his senior year in numerous basketball publications when he led his team to the state championship. He was offered ZERO college basketball scholarships.

Here's research for you? During the last 20 years, who is the ONLY baller who qualified for the SAT/ACT and was Player of the Year in California NOT given a college basketball scholarship? JEREMY LIN!


I wonder if that might have to do with the fear that he might concentrate more on his studies rather than on playing ball? Unsurprisingly, people who think they will be drafted after a year or two of playing in college concentrate on educating themselves in the sport which, after all, is going to be their actual profession.


Stop trying to over analyze it. He was simply overlooked and passed on because He was an Asian American!


Assuming that David Berri is correct to say that general mangers use the wrong criteria to draft players, why do they keep making the same mistake for so many years? NBA is a highly competitive and privatized business. Shouldn't people have every incentive to improve their hiring/drafting process.

Nick Naranja

This is the kind of thing that may get used when looking for people to draft out of college. How well did the WS40 predict future success of players. Obviously, it's complicated but you should be able to make a predictive model based on college WS40 vs NBA WS48.


Sounds to me like a market inefficiency that could be exploited by an NBA team. Shame on me for thinking that the Rockets were on the forefront of this data analytics movement in the NBA given that they played a role in how Lin was available to the Knicks.

Bill Ogorodny

It would be great if the pro teams went primarily by a players college stats when drafting. I think there is still a bias that goes into the drafting process. Lin did not look like an NBA player. Although he had great stats at Harvard the NBA teams did not draft him.
I think there is bias in other sports as well. A white wide receiver may have tremendous college stats but not get the chance because he does not look like the majority of receivers in the NFL.
For years, a black quarterback could not make it in the NFL. Many teams had the misconseption that a black quarterback could not understand the position. I am happy we got beyond that falsehood.

Pros Fajardo

Readers, nba decision-makers, and other sports commentators/analysts with opposite or negative comments against Jeremy Lin should read this enlightening analysis to widen their perspectives on productivity and team effectiveness, in fairness to Lin or anyone like him.