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Winning with R (and friends) How data analysts affect the standings in sports championships

Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

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Page 1: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

Winning with R (and friends)

How data analysts affect the standings in sports championships

Page 2: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Page 3: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Page 4: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Page 5: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Page 6: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Call for proposals

Page 7: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Call for proposals

Applications of R to specific disciplines such as biology, epidemiology, genetics, engineering, finance, and the social sciences.

Page 8: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Call for proposals

Applications of R to specific disciplines such as biology, epidemiology, genetics, engineering, finance, and the social sciences.

Using R for the study of topics of statistical methodology, such as linear and mixed modeling, time series, Bayesian methods, and missing data.

Page 9: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Call for proposals

Applications of R to specific disciplines such as biology, epidemiology, genetics, engineering, finance, and the social sciences.

Using R for the study of topics of statistical methodology, such as linear and mixed modeling, time series, Bayesian methods, and missing data.

The development of R, including programming, building packages, and graphics.

Page 10: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Call for proposals

Applications of R to specific disciplines such as biology, epidemiology, genetics, engineering, finance, and the social sciences.

Using R for the study of topics of statistical methodology, such as linear and mixed modeling, time series, Bayesian methods, and missing data.

The development of R, including programming, building packages, and graphics.

Page 11: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Upcoming books

Applications of R to specific disciplines such as biology, epidemiology, genetics, engineering, finance, and the social sciences.

Page 12: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

The R Series – Upcoming books

Analyzing Baseball Data with R (January 2014)

Page 13: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this cool?

Page 14: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this cool?

A best-seller book

Page 15: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this cool?

A movie

nominated for six Academy Awards (starring Brad Pitt)

Page 16: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this cool?

A Simpsons’ Episode

Page 17: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this new?

Page 18: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this new?

Page 19: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Is this new?

Page 20: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Why prevalent in baseball?

Page 21: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Why prevalent in baseball?

Stats available since the XIX century

Page 22: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Why prevalent in baseball?

Stats available since the XIX century

“Discrete” events

Page 23: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Why prevalent in baseball?

Stats available since the XIX century

“Discrete” events Long season = fewer sample issues

Page 24: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

What is this about?

Page 25: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

What is this about?

Correctly evaluating players’ contribution toward wins

Page 26: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

What is this about?

Correctly evaluating players’ contribution toward wins

Page 27: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

What is this about?

Correctly evaluating players’ contribution toward wins

Finding market inefficiencies

Page 28: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 29: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2000 - 2002 Oakland Athletics

Page 30: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2000 - 2002 Oakland Athletics

Page 31: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 32: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 33: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2008 - … Tampa Bay Rays

Page 34: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2008 - … Tampa Bay Rays

Page 35: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 36: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 37: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

Page 38: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2000 - … Dallas Mavericks

Page 39: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2000 - … Dallas Mavericks Before: Winning Percentage = 40%

Page 40: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Success stories

2000 - … Dallas Mavericks Before: Winning Percentage = 40% After: Winning Percentage = 69%

Page 41: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Page 42: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 43: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 44: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 45: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 46: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 47: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 48: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 49: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Mclust

Page 50: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Mclust

Source: Prof Pepper’s Assistant Blog

Page 51: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Baseball defensive alignment

Page 52: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal decisions

Page 53: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal decisions

Page 54: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal decisions

Page 55: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal decisions

ggplot2

Page 56: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal decisions

ggplot2

Source: Decision Science News

Page 57: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal (icing the kicker)

Page 58: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal (icing the kicker) +5mph of wind -3% success rate +5°F +1% success rate Playing at home no effect (controlling for the kicker)

Page 59: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal (icing the kicker) +5mph of wind -3% success rate +5°F +1% success rate Playing at home no effect (controlling for the kicker)

“icing the kicker” no significant effect

Page 60: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal (icing the kicker) +5mph of wind -3% success rate +5°F +1% success rate Playing at home no effect (controlling for the kicker)

“icing the kicker” no significant effect

lme4

Page 61: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Football field goal (icing the kicker) +5mph of wind -3% success rate +5°F +1% success rate Playing at home no effect (controlling for the kicker)

“icing the kicker” no significant effect

lme4

Source: Prof Pepper’s Assistant Blog

Page 62: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Basketball individual defense

Page 63: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Page 64: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

Basketball individual defense

Page 65: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Basketball individual defense

Stuff done with R

Adaptation from: Prof Pepper’s Assistant Blog

Page 66: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

F.1: qualifier vs race results

Page 67: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

F.1: qualifier vs race results

Page 68: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Stuff done with R

F.1: qualifier vs race results

Adaptation from: OUseful.Info, the blog…

Page 69: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013

Shiny Apps

http://glimmer.rstudio.com/pssguy/leagueTables/

http://www.rodrigozamith.com/2013/03/20/visualizing-season-performance-by-ncaa-tournament-teams/

http://cpsievert.github.com/pitchRx/demo/

5th TorinoR Meeting Max Marchi

Page 70: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Job postings requiring R knowledge

…that I have heard of…

Page 71: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013 5th TorinoR Meeting Max Marchi

Job postings requiring R knowledge

…that I have heard of…

Page 72: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013

R friends

Page 73: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013

R friends

MySQL (or other DBMS)

Page 74: Winning with R (and friends) - TorinoR.net | Torino R …torinor.net/.../2013/10/01_WinningWithR_20130411_Marchi.pdf2013/10/01  · Winning with R (and friends) How data analysts affect

April 11, 2013

R friends

MySQL (or other DBMS) Python (or other programming

languages)

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April 11, 2013

R friends

MySQL (or other DBMS) Python (or other programming

languages) parsing/scraping… regular

expressions… XML/JSON

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April 11, 2013

Conflict of interests disclosure

Analyzing Baseball Data with R

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April 11, 2013

Conflict of interests disclosure

Analyzing Baseball Data with R by

Jim Albert

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April 11, 2013

Conflict of interests disclosure

Analyzing Baseball Data with R by

Max Marchi and

Jim Albert

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April 11, 2013

References Moneyball – by Michael Lewis Moneyball (movie) – directed by Bennett Miller Moneybart – The Simpsons episode #467 (3rd of season 22) The Extra 2% - by Jonah Keri

http://profpeppersassistant.blogspot.it/2009/02/refining-

shift.html http://www.decisionsciencenews.com/2013/01/28/football-

geeks-your-10705-field-goals-are-ready/ http://profpeppersassistant.blogspot.it/2013/01/icing-kicker.html http://www.nytimes.com/2009/02/15/magazine/15Battier-

t.html?pagewanted=all&_r=0 http://profpeppersassistant.blogspot.it/2009/03/moneybasketball

.html http://blog.ouseful.info/2013/01/30/f1stats-visually-comparing-

qualifying-and-grid-positions-with-race-classification/

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April 11, 2013

Grazie