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Line Bias:
exploiting gambling line data
Mike Zaic
@focustrate
Bio
(for the purposes of this)

I like numbers and data.
I am not a data scientist.
I don’t gamble on sports.
I am in no way affiliated with the National Football
League or any gambling institution.
• I’m just a guy… take this for what it’s worth.
•
•
•
•
What is a “line”?
and who cares?
How does gambling work?

0

Bookie tries to even the money on both sides.

“the line”
Moving the line

more
money
initially
on
Steelers

- 2.5

0

“the line”
Final point spread

Steelers -2.5
(they have to win by more than 2.5)

Saints +2.5
(they get 2.5 points added to their score)
Final Score:
Steelers 27, Saints 14
• Saints cover? NO
o 14 + 2.5 < 27

• Steelers cover? YES
o 27 – 2.5 > 14
Line Bias!
• Public got it waaaaay wrong in this game.
• Bias = team score + spread – vs score
• Steelers:
o 27 + (- 2.5) – 14 = 10.5

• Saints:
o 14 + 2.5 – 27 = -10.5
In other words
• Steelers beat the spread by 10.5
points. They were under-bet.
• Saints would have needed 10.5 points
to beat the spread. They were overbet.
What can we do with that?
Look at all of the lines and final scores from 1978 on and
potentially use the data to our advantage… of course.
Line Biases
• Collected data
• Looked at 3 types of biases:
1. Overall home/away
2. Team vs. team
3. Team
Real life: Sunday, Nov 10

49ers -6.5

Panthers +6.5
Team Biases
Any overall biases?
What about head to head?
Bet the Panthers!
Panthers consistently underbet heavily all season and in
head-to-head matchups against the 49ers.
Final Score:
49ers 9, Panthers 10
This type of thing works.

http://sports.espn.go.com/espn/page2/story?page=simmons/partone/081121
Opportunities
• Look at not just regular season; also pre- and post• Dig into:
o
o
o
o

Better modeling
Simulations
Bankroll management based on confidence
Types of biases

• Teaser bets – allow you to move the line!
Thanks!

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Line Bias: exploiting gambling line data