Lafer number
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
- Iain Carpenter (played with Mitch McCullar at 2024 COOT Online)
- Jeff Hoppes (played with Selene Koo, Andrew Hart, and Seth Teitler at 2011 Chicago Open)
- Matt Jackson (played with Matt Weiner and John Lawrence at 2014 Chicago Open)
- David Madden (played with Matt Weiner at 2012 Chicago Open History Doubles)
- Liam Starnes (played with Conor Thompson and John Lawrence at 2022 CMST II)
- Forrest Weintraub (played with Mitch McCullar at 2024 COOT Online)
- Andrew Yaphe (played with Selene Koo and Seth Teitler at Chicago at 2005 ICT and others)
- Charles Young (played with Conor Thompson at 2020 SUN Open)
- Andrew Zeng (played with Mitch McCullar at 2024 COOT Online)
The following list of players with a Lafer number of 2 was obtained from Ryan Rosenberg's graph data, with duplicates from the above list of player with a Lafer number of 1 removed. It is incomplete, but it contains 571 players.
- Aakash Singh
- Aaron Dos Remedios
- Aaron Jensen
- Aayush Rajasekaran
- Abhinav Godavarthi
- Adam Fine
- Adam Greene
- Adam Hussain
- Adam Kalinich
- Adam Silverman
- Adam Sperber
- Adam Swift
- Adil Menon
- Aditya Shetty
- Aditya Srivastava
- Adrian Wong
- Ahan Patel
- Aidan Mehigan
- Akshay Govindan
- Alec Hiller
- Alejandro Lopez-Lago
- Alex Akridge
- Alex Banta
- Alex Damisch
- Alex Fregeau
- Alex Gerten
- Alex Hu
- Alex Li
- Alex Pandya
- Alex Schedel
- Alex Schmidt
- Alex Tafur
- Alexander Kloss
- Ali Saeed
- Allan Lee
- Allotey Ngeke
- Alvin Huang
- Amanda Rosner
- Amogh Kulkarni
- Amol Gandhi
- Amy Harvey
- Anand Nanduri
- Anant Shah
- Andre Gillan
- Andrew Hoagland
- Andrew Lim
- Andrew Nadig
- Andrew Weiss
- Andrew Zeng
- Andy Dibble
- Andy Huff
- Andy Sun
- Ankit Aggarwal
- Annabelle Yang
- Annie Wang
- Anthony Tokman
- Anthony Wang
- Anubhav Srivastava
- Ari Brandt
- Ariel Faeder
- Arjun Nageswaran
- Arjun Panickssery
- Arthur Delot-Vilain
- Arthur Zhang
- Artur Meller
- Arun Balakrishna
- Arun Chonai
- Arya Karthik
- Aseem Keyal
- Asha Basu
- Ashwin Monian
- Ashwin Siripurapu
- Aswar Rahman
- Austin Foos
- Austin Listerud
- Barrett Block
- Basil Smitham
- Ben Forster
- Ben Gammage
- Ben Ginzky
- Ben Horlick
- Ben Johnson
- Ben Lewis
- Ben Miller
- Ben Paul
- Ben Weiner
- Ben Zhang
- Benjamin Chapman
- Bernard Xie
- Bill Liu
- Billy Beyer
- Blake Andert
- Blake LaFuente
- Boyang Hou
- Boyang Jiao
- Brad Fischer
- Bradley McLain
- Brandon Lunt
- Brendan McKendy
- Brian Easterling
- Brian Kalathiveetil
- Brian Lin
- Brian McPeak
- Brian Weikle
- Brittany Bentley
- Bronson Sansoni
- Bruce Arthur
- Bryan Lu
- Bryce Hwang
- Bryn Reinecke
- Caleb Groen
- Caleb Kendrick
- Calvin Bostleman
- Carol Wang
- Caroline Mao
- Carolyn Woods
- Charles Martin
- Charles Tian
- Charlie Dees
- Chloe Salveson
- Chris Chiego
- Chris Heffner
- Chris Manners
- Chris Price
- Chris Wolfe
- Clark Smith
- Clay Halbert
- Coby Tran
- Cody Voight
- Cole Bedard-Jackes
- Cole Jackes
- Cole Timmerwilke
- Colin Cantwell
- Colin Veevers
- Collin Ace
- Collin Parks
- Connie Tzeng
- Connor Mayers
- Cooper Albertson-Webb
- Cormac Beirne
- Cory Haala
- Daichi Ueda
- Dak Kang
- Dallas Simons
- Dan Donohue
- Dan Passner
- Dan Puma
- Daniel Brezina
- Daniel Gu
- Daniel Hothem
- Daniel Kozintsev
- Daniel Losada
- Daniel Ma
- Daniel Sheinberg
- Danny Peelen
- Dargan Ware
- Darren Petrosino
- David Ferguson
- David Liu
- David Rubin
- David Snoddon
- David Song
- David Xu
- Davis Everson-Rose
- Deepak Moparthi
- Derrick Flakoll
- Desmond Ng
- Dillon Edwards
- Dipayan Banerjee
- Doug Simons
- Drew Scheeler
- Duncan White
- Dylan Bowman
- Dylan Dembo
- Dylan Edwards
- Eddy Liu
- Edgar Lin
- Efosa Idusuyi
- Eleanor Settle
- Eliza Grames
- Emily Bussa
- Emily Chen
- Emily Koenig
- Emma Stevens
- Emmet Blanchett
- Emmett Laurie
- Enoch Fu
- Eric Bobrow
- Eric Douglass
- Eric El-Dada
- Eric Ordoñez
- Erickson Lee
- Erik Owen
- Erik Tomasic
- Eshan Pant
- Ethan Ashbrook
- Ethan Huang
- Evan Adams
- Evan Brown
- Evan Gutter
- Evan Hochstein
- Evan Lin
- Evan Lustick
- Evan Mann
- Faheem Pahlwan
- Faith Barrett
- Forrest Weintraub
- Francesco Scivittaro
- Frimpong Baidoo
- Gareth Thorlakson
- Gary Liu
- Gary Weiser
- Gavriel Hirsch
- Geoffrey Chen
- George Charlson
- George Dewey
- Gerhardt Hinkle
- Grace Liu
- Grady Day
- Graham Moyer
- Graham Reid
- Grant Li
- Greg Baboukis
- Greg Krzywicki
- Gretchen Johnson
- Guarav Kandilikar
- Han Li
- Hanson Hao
- Haoda Fan
- Hari Parameswaran
- Harshit Depa
- Hasna Karim
- Hayden Toftner
- Henry Goff
- Hien Piotrowski
- Howon Lee
- I Said Zshoozsh and I Meant Zschoozsh
- Iain Carpenter
- Ian Chow
- Ian Dewan
- Ian Hahn
- Ian Lenhoff
- Ian McKenzie
- Igor Kasic
- Isaac Hirsch
- Isaac Kirk-Davidoff
- Isaac Thessen
- Isaac Thiessen
- Ishan Shah
- J. R. Roach
- Jack Drummond
- Jack Mehr
- Jack Meister
- Jack Paganelli
- Jacob Hardin-Bernhardt
- Jake Sundberg
- Jakob Myers
- James Hadley
- James McCurley
- James Wedgwood
- Jared Cowan
- Jarret Greene
- Jas Wheeler
- Jaskaran Singh
- Jason Asher
- Jason Golfinos
- Jason Shi
- Jason Zhou
- Jasper Lee
- Jay Bhasin
- Jayanth Sundaresan
- Jeff Hoppes
- Jeffery Han
- Jennie Yang
- Jeremy Cummings
- Jeremy Sontchi
- Jesse Gingold
- Jiho Park
- Jim Coury
- Jim Fan
- Jimmy Ready
- Jimmy Tian
- JJ Tsai
- Joe Kammann
- Joe Nutter
- Joe Sierputowski
- Joe Su
- Joel Miles
- Joelle Smart
- Joey Goldman
- John Christian
- John Marvin
- John Nahas
- John Waldron
- John Xiang
- Jon Moller
- Jon Suh
- Jonah Philon
- Jonchee Kao
- Jordan Palmer
- Jordan Smith
- Joseph Deerin
- Joseph Esposito
- Joseph Lawless
- Josh Duncan
- Josh Turner
- Joy An
- Julia Schlozmann
- Juliet Mayer
- June Shaukat
- Justin Abel
- Justin Dusaj
- Justin Hawkins
- Justin Htay
- Justin Kelley
- Justin Nghiem
- Justin Whitmar
- Justin Wytmar
- Kaile Maske
- Kais Jessa
- Kane Nguyen
- Karthik Prasad
- Katherine Lei
- Kay Li
- Kazuma Shimanaka
- Keith Kallmes
- Kellen Short
- Kenneth Lan
- Kevin Davis
- Kevin Kallmes
- Kevin Koai
- Kevin Wang
- Kevin Yu
- Kevin Zhai
- Kiara Cronin
- Koby Theobald
- Konstantinos Varvarezos
- Kyle Hu
- Laurel Spangler
- Lauren Johnson
- Lauren Onel
- Laurence Li
- Lawrence Li
- Leo Ortega
- Leslie Newcombe
- Liam Starnes
- Logan Page
- Luke Tierney
- Luke Williams
- Marianna Zhang
- Mark Arildsen
- Mark Bogner
- Mark Karabajakian
- Mark Torres
- Marshall Lochbaum
- Marshall Steinbaum
- Martin Profant
- Martina Fu
- Mason Eastman
- Matt Cowen
- Matt Jackson
- Matt LaBarbera
- Matt Menard
- Matt Messana
- Matt Mitchell
- Matthew Klovski
- Matthew Lehmann
- Max Brodsky
- Max Neal
- Max Rong
- Max Schindler
- Max Wallace
- Maximilian Conley
- Mazin Omer
- Megan Seldon
- Meghamsh Kanuparthy
- Meghan Torchia
- Melanie Keating
- Michael Gam
- Michael Lindvall
- Michael McCauley
- Michael Wu
- Michael Zhan
- Michal Gerasimiuk
- Mike Bocek
- Mike Hu
- Mike McCauley
- Milan Fernandez
- Mirza Ahmed
- Mitchell Schultze
- Mitchell Weldon
- Morgan Bozeman
- Morgan Venkus
- Moses Kitakule
- Nalin Lalwani
- Natan Holtzman
- Navi Singh
- Nehal Samra
- Neil Gurram
- Neil Vinjamuri
- Nicholas Sunderland
- Nick Collins
- Nick Conder
- Nick Hammond
- Nick Jensen
- Nick Neuteufel
- Nick Pruitt
- Nick Sunderland
- Nick Wawrykow
- Nick Wu
- Nikhil Desai
- Nitin Rao
- Noah Chen
- Noah Prince
- Nolan Esser
- Nolan Maloney
- Nolan Winkler
- NourEddine Hijazi
- Olivia Kiser
- Olivia Lamberti
- Olivia Murton
- Omeed Askary
- Ophir Lifshitz
- Oscar Liang
- Owen Mimno
- Patrick Liao
- Patrick Minsker
- Patrick Torre
- Paul Cook
- Paul Kasinski
- Paul Marchsteiner
- Peter Cordeiro
- Peter Estall
- Peter Jiang
- Peter Liu
- Peter Schmidt
- Peter Shin
- Peter Snell
- Peter Wang
- Phil Kang
- Pierce Berger
- Pranav Padmanabhan
- Pranav Sivaram
- Puna Ekka
- Qingchuan Wu
- Rachel Meyer
- Rafael Krichevsky
- Rahul Keyal
- Ramapriya Rangaraju
- Raul Passement
- Ravi Upadhyayula
- Raymond Chen
- Raynor Kuang
- Rein Otsason
- Richard Yu
- Richard Zhang
- Ricky Stella
- Rico-Ian Banting
- Rishi Nair
- Rishi Swaminathan
- Robert Chu
- Robin Danko
- Robin Heinonen
- Roger Jin
- Rohan Narayan
- Rohan Rai
- Rohin Devanathan
- Roman Glusker
- Roxanne Tang
- Ruchir Bodicherla
- Rudra Ranganathan
- Ryan Dillon
- Ryan Gossiaux
- Ryan Humphrey
- Ryan Milowicki
- S. A. Shenoy
- Saajid Moyen
- Saketh Dontaraju
- Salman Iftikhar
- Sam Braunfeld
- Sam Levin
- Sam Luongo
- Sam Passaglia
- Sam Rombro
- Sam Winikow
- Samuel Weinreich
- Sarang Yeola
- Sarita Jamil
- Sarod Nori
- Sayeef Moyen
- Sean Smiley
- Sean Tracey
- Sebastian Lozano
- Shan Kothari
- Shantanu Jha
- Shardul Parthasarathy
- Shardul Rao
- Shawn Yoshida
- Sheena Li
- Shourjo Ganguli
- Sid Carlson White
- Sid Hariharan
- Sid Nanda
- Simone Valade
- Sinan Ulusoy
- Sky Li
- Sophia Marianiello
- Sophie Lai
- Spence Weinreich
- Srijay Rajan
- Stefan D’Sa
- Stephen Chou
- Stephen Eltinge
- Stephen Meyer
- Stephen Morrison
- Stephen Trench
- Stephen Trent
- SteveJon Guth
- Steven Canning
- Steven Katz
- Steven Oppenheim
- Steven Vo
- Steven Yuan
- Sudheer Potru
- Tanay Kothari
- Ted Gan
- Ted Gioia
- Teddy Knox
- Teigue Kelly
- Theeran Kanthan
- Thomas Dellaert
- Tim Bouris
- Tim Mathew
- Tim Morrison
- Todd Maslyk
- Tom Brown
- Tommy Casalaspi
- Tora Husar
- Tracy Lee
- Tracy Wang
- Tris Cole
- Tristan Mooney
- Tristan Willey
- Tyler Smith
- Tyler Vaughan
- Urbas Ekka
- Valeria Alvarado
- Vanessa Okoyeh
- Varun Sikand
- Victor Prieto
- Vimal Konduri
- Vinayak Singh Bhadoriya
- Vincent Du
- Vishwa Shanmugam
- Vivian Malouf
- Vytas Matulis
- Weijia Cheng
- Will Butler
- Will Ladner
- William Golden
- William Holub-Moorman
- William Rauschenberg
- Yash Mandavia
- Yash Tiwari
- Zach Billett
- Zach Foster
- Zach Pease
- Zack Moser
- Zhenglin Liu
- Ziad Ali
- Zihan Zheng
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 |