Lafer number

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The degree of separation is a way of representing how connected quizbowl players are, similar to Bacon numbers in film or Erdős numbers in mathematical publishing. To qualify as a degree of separation, two players need to play on the same team together (whether middle school, high school, college, or open) in a quizbowl tournament, particularly if statistics from that tournament can be found in the HDWhite Database.

How to calculate

Ryan Rosenberg has assembled a graph database of players on his College Quizbowl Stats website (available as a file on the Quizbowl Discord server) that can be used to help calculate degrees of separation for College and Open events. For high school and middle school, however, degrees must be found manually through looking at the databases on HDWhite, NAQT, and College Quizbowl Stats. The list of players with a Lafer number of 1 (seen below) can be used as a centerpiece for calculations.

Lafer number

One method of measuring centrality in quizbowl is the Lafer number, calculating how many degrees of separation a player is from Matt Lafer (a longtime quizbowl player who has played in many open tournaments). The following is an example of how a Lafer number is calculated:

# Name/Played with
0 Matt Lafer
played Cambridge Open UIUC 2018 with
1 Halle Friedman
played NASAT @ Columbia 2024 with
2 Noah Chen
played 2025 ACF Regionals with
3 Olin Bose

Lafer numbers can potentially be used as a centerpiece to connect a pair of different players. Matt Lafer is the only player with a Lafer number of 0, and anyone who is disconnected from him entirely in databases (such as Ken Jennings, who has statistics for only one tournament and his teammates did not play any others), has a Lafer number of infinity. Other suggested centers include Mike Bentley and Matt Bollinger, both of whom have a Lafer number of 1. The following list is of all players who have a Lafer number of 1, as of May 27, 2025.

Players with a Lafer number of 1

Aaron Cohen
Aaron Rosenberg
Adam Kemezis
Adam Perkins
Ahmad Ragab
Alan Kreisel
Alexander Darby
Alston Boyd
Amol Patil
Anderson Wang
Andrew Hart
Andrew Hunter
Andrew Ullsperger
Andrew Wang
Ani Perumalla
Ashvin Srivatsa
Ashwath Seetharaman
Athena Kern
Atilla Tislericz
Auroni Gupta
B.J. Ryan
Benji Nguyen
Bernadette Spencer
Billy Busse
Brendan Byrne
Brennan Boesch
Bryan Berend
Carsten Gehring
Casey Bindas
Charles Hang
Charles Wang
Chinmay Kansara
Chris Borglum
Chris Grubb
Chris Ray
Chris Vicich
Colby Burnett
Connor Teevens
Conor Thompson
David Rappaport
David Seal
Dennis Loo
Doug Graebner
Doug Yetman
Dylan Minarik
Eric Mukherjee
Eric Wolfsberg
Erik Christensen
Ethan Strombeck
Ezequiel Berdichevsky
Finn Bender
Foster Hughes
Ganon Evans
Gaurav Kandlikar
Gautam Kandlikar
Greg Peterson
Guy Tabachnick
Halle Friedman
Henry Atkins
Holly Luo
Ike Jose
Jacob Manaker
Jaimie Carlson
James Lasker
Jason Thompson
Jay Misuk
Jeremy Eaton
Jerry Vinokurov
JinAh Kim
John Lawrence
Jon Pinyan
Jonathan Magin
Jonathan Tran
Jordan Brownstein
Kai Smith
Kenji Shimizu
Kevin Malis
Kurt Sarsfield
Kurtis Droge
Leo Wolpert
Libo Zeng
Logan Anbinder
Lorin Burte
Luke Van De Weghe
Marnold
Mateo Acosta
Matt Bollinger
Matt Hayes
Matt Weiner
Michael Coates
Michael Kearney
Michael Zhuang
Mik Larsen
Mike Bentley
Mike Cheyne
Mike Donohue
Mike Etzkorn
Mike Sorice
Mitch McCullar
Naveed Chowdhury
Nicolas Walters
Pat Freeburn
Paul Litvak
Phil Boileau
Pranav Sivakumar
Ray Luo
Rob Carson
Rob Dean
Ryan Rosenberg
Ryan Westbrook
Sam Bailey
Sara Garnett
Saul Hankin
Selene Koo
Seth Teitler
Siddhant Dogra
Stephen Liu
Steve Traicoff
Tamara Vardomskaya
Taylor Harvey
Tejas Raje
Thomas Edwards
Timm Hannon
Tony Chen
Trevor Davis
Victor Pavao
Will Alston
Will Grossman
Will Nediger
Will Turner
Yvonne Bordowitz
Yevgeny Shirago
Yibo Ling
Yogesh Raut

Other Lafer numbers

2

A list of players with Lafer numbers of 2 and greater (only on College Quiz Bowl Stats) is available as a .csv file created by Ryan Rosenberg.

Theory

"Pockets"

While most college and open players frequently have low separation from each other, or Lafer numbers, the Lafer numbers can become a lot higher in high school and middle school levels. While the fact that there is (usually) continuity between players over the years as older players play with younger ones, the only way they get Lafer numbers is by those players that either choose to play at NASAT or open tournaments, or choose to continue doing quizbowl in college.

For example, Mountain Lakes High School (and its middle school counterpart Briarcliff) have had a quizbowl program running since 2011 and has had over 100 players over the years. However, as only five of them have gone on to play in college (and three of them have a known Lafer number of 3), every other person who has played for the high school has a Lafer number of four or above.

# Name/Played with
0 Matt Lafer
played ACRONYM 2017 with
1 Eric Mukherjee
played 2024 NASAT Online Open with
2 Jason Golfinos
played 2014 ACF Regionals with
3 Ted Rappleye


# Name/Played With
0 Matt Lafer
played Scattergories 5 (2021) with
1 Anderson Wang
played 2024 Chicago Open with
2 Emmett Laurie
played 2018 ACF Regionals with
3 Ron Mucci