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The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013 [email protected] The Complete Statistician: Modernizing the Undergraduate Curriculum Chris Malone Winona State Teachers’ College Winona, Minn. 55987
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The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM [email protected] The Complete Statistician: Modernizing the Undergraduate.

Dec 14, 2015

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Page 1: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

The Complete Statistician: Modernizing the Undergraduate Curriculum

Chris MaloneWinona State Teachers’ College

Winona, Minn. 55987

Page 8: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Obs

tacl

es Blog / Listserv: High school teacher was requesting information regarding undergraduate statistics programs

Page 9: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Blog / Listserv: High school teacher was requesting information regarding undergraduate statistics programs

A response from a colleague who will remain nameless: “I think most statisticians would suggest getting an undergraduate degree in math or some other quantitative field. … An undergraduate degree in statistics is not really optimal for graduate study in stat at most institutions. “

Obs

tacl

es

Page 10: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Blog / Listserv: High school teacher was requesting information regarding undergraduate statistics programs

A response from a colleague who will remain nameless: “I think most statisticians would suggest getting an undergraduate degree in math or some other quantitative field. … An undergraduate degree in statistics is not really optimal for graduate study in stat at most institutions. “

Obs

tacl

es

Saayyyy whaaaat?

Page 11: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Blog / Listserv: High school teacher was requesting information regarding undergraduate statistics programs

A response from a colleague who will remain nameless: “I think most statisticians would suggest getting an undergraduate degree in math or some other quantitative field. … An undergraduate degree in statistics is not really optimal for graduate study in stat at most institutions. “

Obs

tacl

es

Do other disciplines that use math say this?

Saayyyy whaaaat?

Page 12: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Mini-meconceptO

bsta

cles

Page 13: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Mini-meconcept

Audience

Obs

tacl

es

Undergraduate vs. Graduate Enrollments, 5:1 ratio

Page 14: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Mini-meconcept

Audience

Obs

tacl

es

Undergraduate vs. Graduate Enrollments, 5:1 ratio

Page 15: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

What about degrees in other fields?

Page 16: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

What about degrees in other fields?

Page 17: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

What about degrees in other fields?

Page 18: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

What about degrees in other fields?

Page 19: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

McKinsey Report estimates a shortage of 140,00 – 190,000 people with deep analytical skills

What about degrees in other fields?

Page 20: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

McKinsey Report estimates a shortage of 140,00 – 190,000 people with deep analytical skills

What about degrees in other fields?

Page 21: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

McKinsey Report estimates a shortage of 140,00 – 190,000 people with deep analytical skills

What about degrees in other fields?

Page 22: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Bachelors Masters PhD

Deg

rees

McKinsey Report estimates a shortage of 140,00 – 190,000 people with deep analytical skills

What about degrees in other fields?

Page 23: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Exis

ting

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and IIProbability

CapstoneMath/Stat I and II

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Page 24: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Exis

ting

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and IIProbability

CapstoneMath/Stat I and II

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Page 25: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Stud

y #1

> Study #1: Spring 2011 – Summer 2012

> Survey and personal interviews

> Interviewed over 19 representatives with varying backgrounds from healthcare, manufacturing, retail, and product distribution sectors of industry.

> Survey of individuals (n ≈ 35) from academia and industry ranked a total of 10 program level outcomes separately for employment (E) and graduate school (G)

Page 26: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Statistical methodology in an application

Technical and non-technical

communication

More Important

Less Important

Stud

y #1

Outcomes preferred for employment

Page 27: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Understanding of probability and

statistical inference.

Stud

y #1

Statistical methodology in an application

Technical and non-technical

communication

More Important

Less Important

Outcome preferred for grad schools

Outcomes preferred for employment

Page 28: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Stud

y #2

> Study #2: Fall 2012 – Summer 2013

> Thorough review of n=131 data science/analytics job postings. > Required skills were summarized into three main themes - Content knowledge - Computing skills - Professional skills

Page 29: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Stud

y #2

Page 30: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

> Study #2, con’t

> Review of existing data science programs (n=114) - 6 programs offer some level of training for undergraduates - None of these 6 were rooted in statistics - Required number of statistics courses ranged from 1 - 4

Stud

y #2

Page 31: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

> Study #2, con’t

> Review of existing data science programs (n=114) - 6 programs offer some level of training for undergraduates - None of these 6 were rooted in statistics - Required number of statistics courses ranged from 1 - 4

Stud

y #2

Page 32: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Statistics ComputerScience

Stud

y #2

Page 34: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and IIProbability

CapstoneMath/Stat I and II

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Page 35: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and IIProbability

CapstoneMath/Stat I and II

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Page 36: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and II

Capstone

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Probability

Page 37: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)

Calculus ICalculus IICalculus III

Linear Algebra

Proof

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and II

Capstone

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Page 38: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)

Calculus ICalculus IICalculus III

Linear AlgebraCore (21) Electives (12) Computing (3)

Stat I and IIModeling I and II

Capstone

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Page 39: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (20)Linear Algebra

Core (21) Electives (12) Computing (3)Stat I and II

Modeling I and II

Capstone

Data ManagementConsulting

Study Design

MultivariateModern Methods

Biostatisticsetc.

Dat

a Sc

ienc

e

Page 40: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Math (6)Linear Algebra

Core (15) Professional (9) Computing (12)Stat I and II

Modeling I and IICapstone / Internship Data Management

Consulting

Dat

a Sc

ienc

e

Algorithms I and IIData Visualization

Research PrepApplied Calculus

Modern Methods

Interdisciplinary Component (12)

Business Computer Science Healthcare Statistics

Page 41: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Fina

l Th

ough

ts

> We must value the undergraduate degree

> The potential to “increase the pipeline” is tremendous; however, history suggests our existing curriculum may in fact hinder our ability to accomplish this goal. e.g. Read the 1950 ASA Presidential Address by Wilks or 1983 paper by Minton

Page 42: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Fina

l Th

ough

ts

> We must value the undergraduate degree

> The potential to “increase the pipeline” is tremendous; however, history suggests our existing curriculum may in fact hinder our ability to accomplish this goal. e.g. Read the 1950 ASA Presidential Address by Wilks or 1983 paper by Minton

> Undergraduate curriculum should serve the masses, not the select few who decide to pursue graduate school

> Admission requirements for graduate programs may need to be more flexible e.g. first criteria often considered is their grade in the math/stat course

Page 43: The Complete Statistician -- Modernizing the Undergraduate Curriculum JSM 2013cmalone@winona.edu The Complete Statistician: Modernizing the Undergraduate.

The Complete Statistician -- Modernizing the Undergraduate Curriculum

JSM 2013 [email protected]

Fina

l Th

ough

ts

"Those who say it cannot be done, should not get in the way of those who are doing it." William Wallace

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