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Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Page 1: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Judgemental Topics in Actuarial Education and ResearchJo LoGetting Better Judgment Working Party

1 December 2014

Page 2: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Progr

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eetin

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Shapin

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Profe

ssion

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t

Enter

prise

and

risk

Lear

ned

socie

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Oppor

tunit

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Inte

rnat

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prof

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Jour

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Suppo

rting

Exper

tise

Spons

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Thoug

ht le

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Background & Motivation

1 December 2014

Page 3: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

It’s an important subject to practitioners

IFoA Getting Better Judgment 2014 Survey

Recent IFoA Survey 4

Recent IFoA Survey 3

Recent IFoA Survey 2

Recent IFoA Survey 1

0 50 100 150 200 250

High Level of Interest in Expert Judgment

Page 4: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

4

Why do we care?

• Actuaries are responsible for recommending reserves, pricing, capital requirements, …

• … not only for what comes out of models

1 December 2014

Actuarial Output

Model

Judgment

Data

Page 5: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

5

A Disturbing Example

• Biases abound in courtrooms

• Sentencing can depends on…

– Before or after meal times

– Irrelevant dice rolls

1 December 2014

Page 6: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

6

Why should we care?

Materially Biased

Judgments

Unreliable Numbers

Wrong Business Decisions

1 December 2014

Page 7: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

7

Cognitive heuristics and biases

Small Sample Bias Anchoring Overconfidence

Deliberate Bias AvailabilityAnswering

Easier Question

Framing

1 December 2014

Page 8: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Model vs Judgment

• High research bias in model

• In practice both are important

• E.g. stochastic reserving

End-user Understand-ing; 46%

Expert Judgment Re-lated; 22%

Use of Data in Models; 22%

Incorporate Judgments in Models; 10%

Ranked Most Important

Page 9: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

9

Agenda

• Background & Motivation

• Recent Actuarial Studies

• Dedicated and Scientific Research

• Implications for Actuarial Education

• Conclusions

1 December 2014

Page 10: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Progr

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and

risk

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Recent Actuarial StudiesGeneral Insurance Viewpoint

1 December 2014

Page 11: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

11

Why Judgemental Research in GI?

• Vast amounts of research exist external to actuarial science

– E.g. Kahnemann and Tversky

• Why should we bother?

• Their and others’ conclusions are vulnerable to various criticisms:

– Subject matter relate to trivia rather than projecting into the future

– Subjects are students and not practising professionals

– Experimental conditions are not real-life enough – e.g. we could have time to think slow in reality

– …

1 December 2014

Page 12: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

12

Recent Attempts

• Practitioners: high level – raising awareness

– Don Mango – GIRO 2012

– Phil Ellis & Clare Barley – GIRO 2013

– Graham Fulcher – The Actuary

– Jo Lo, Ed Tredger & Bernadette Hlavka – The Actuary

• In more detail / empirical experiments:– Lo, Patel & Calder: Underwriters & Analysts

– IFoA Getting Better Judgment Working Party

– To come: ASTIN Working Party on Expert Judgment - 2015

• Actuarial academic research – a couple of papers in underwriter decision-making / pricing

1 December 2014

Page 13: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Different Interpretations of Data

1 December 2014

Page 14: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Interaction with Experts

1 December 2014

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%0%

10%

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90%

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Scatter Plot: Bayesian vs Judgemental Credibility Weights

Perfect 5 data points 15 data points

Judgement from audience

Bay

esia

n E

stim

ate

Page 15: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Progr

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Educa

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Profe

ssion

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t

Enter

prise

and

risk

Lear

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socie

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Oppor

tunit

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rnat

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prof

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rting

Exper

tise

Spons

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ht le

ader

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Dedicated and Scientific Research

1 December 2014

Page 16: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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One particular method

• Actuarial scientific research dominated by a particular method– Axioms / Assumptions

Deductions

• Sets logical bounds– e.g. VaR diversfication / anti-

diversification

• Allows organisation of data to meaningful statistics slickly

1 December 2014

Page 17: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

17

Why are these formulas useful?

1 December 2014

Page 18: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Or this spreadsheet?

1 December 2014

Page 19: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Science has not always been like this

1 December 2014

Form reasonable hypotheses

Design experiments

to test hypotheses

Implement experiments

Reasonable conclusions join body of knowledge

Page 20: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Which is “The Queen Science”?

• Social sciences, psychological research, management science, …

• Knowledge can still be progressed rigorously– Even if never with absolute

certainty

• Judgemental research takes this approach

• Do not underestimate the power of social sciences!

1 December 2014

Page 21: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

21

Example Methods

• Questionnaires– During seminars

– Own time

– Longer sessions

1 December 2014

• In-depth Interviews

Page 22: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Large-scale Competitions

1 December 2014

Page 23: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Stories – rich source of data

• Collecting of “war stories” can also be important

• Survey suggests these could be a way forward for practitioners

• Could form bases for forming reasonable hypotheses to scientifically test

1 December 2014

Page 24: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Dedication

• Have enough time to perform research is critical for all stages

• Funding for both researcher and as incentives for subjects

• These recent attempts were not easy

– Most difficult factor is that of time and funding

– Both done on an “extracurricular” basis – both mainly by practitioners outside their job descriptions, on a volunteer basis

– Funding limited for small prize like book and drink prizes

1 December 2014

Page 25: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Multi-disciplinary Approach

“These are high risk projects”

“Might someone else have done this

research before”

“I need to publish in journals with high

rating”

“Multi-disciplinary research very much

encouraged and there is funding”

“Let’s do good research and worry

about journals afterwards”

1 December 2014

Page 26: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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It is very valid for actuarial scientists to engage in judgemental research!

• Could be scientifically rigorous

• Requires dedicated resource– And multi-disciplinary approach

• It is very relevant for practitioners– And have potential wide-ranging impact

1 December 2014

Page 27: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Progr

ess

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unity

Sessio

nal M

eetin

gs

Educa

tion

Wor

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parti

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Volunt

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Resea

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Shapin

g th

e fu

ture

Networ

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Profe

ssion

al su

ppor

t

Enter

prise

and

risk

Lear

ned

socie

ty

Oppor

tunit

y

Inte

rnat

ional

prof

ile

Jour

nals

Suppo

rting

Exper

tise

Spons

orsh

ip

Thoug

ht le

ader

ship

Implications for Actuarial Education

1 December 2014

Page 28: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Fit for purpose?

Can we teach

everything?

Ready to serve the

public interest,

in a business environm

ent?

1 December 2014

Page 29: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Updating with New Data – without training

1 December 2014

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Scatter Plot: Bayesian vs Judgemental Credibility Weights

Perfect 5 data points 15 data points

Judgement from audience

Bay

esia

n E

stim

ate

Page 30: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Updating with New Data – with training

1 December 2014

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Scatter Plot: Bayesian vs Judgemental Credibility Weights

Perfect 5 data points 15 data points

Judgement from audience

Bay

esia

n E

stim

ate

Page 31: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Actuarial Syllabus

• Very little mention of expert judgemental topics

• Two ways:– Could pepper judgemental issues throughout all technical courses

– Could have another paper in the syllabus

• Communication:– Is there scope for this to be two-way communication?

• Study material / syllabus will require collaboration of practitioners and judgemental experts

1 December 2014

Page 32: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Actuarial Science B.Sc. / M.Sc. courses

• Most students do not go on to do Ph.D. research

• They want to find a job and be successful at it!

1 December 2014

“This is a soft skill learnt

through on-the-job

training”

“A graduate who can

demonstrate awareness

working with experts

stands at advantage to

one who cannot”

Page 33: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

Progr

ess

Comm

unity

Sessio

nal M

eetin

gs

Educa

tion

Wor

king

parti

es

Volunt

eerin

g

Resea

rch

Shapin

g th

e fu

ture

Networ

king

Profe

ssion

al su

ppor

t

Enter

prise

and

risk

Lear

ned

socie

ty

Oppor

tunit

y

Inte

rnat

ional

prof

ile

Jour

nals

Suppo

rting

Exper

tise

Spons

orsh

ip

Thoug

ht le

ader

ship

Conclusions

1 December 2014

Page 34: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

34

Agenda

• Background & Motivation

• Recent Actuarial Studies

• Dedicated and Scientific Research

• Implications for Actuarial Education

• Conclusions

1 December 2014

Page 35: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

35

Research – influential, multi-disciplinary – even if not risk-free

1 December 2014

“These are high risk projects”

“Might someone else have done this

research before”

“I need to publish in journals with high

rating”

“Multi-disciplinary research very much

encouraged and there is funding”

“Let’s do good research and worry

about journals afterwards”

Page 36: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

36

Education – working with expert judgement is an important skill to nurture

1 December 2014

Can we teach

everything?

Ready to serve the

public interest, in a business environme

nt?

“This is a soft skill learnt

through on-the-job training”

“A graduate who can

demonstrate awareness

working with experts stands at advantage to one who

cannot”

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Perfect 5 data points 15 data points

Judgement from audience

Bay

esia

n E

stim

ate

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Perfect 5 data points 15 data points

Judgement from audience

Bay

esia

n E

stim

ate

Page 37: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

37

Working Party Plans

• All planned interim conference presentations in 2014 have now been given

• Development and consolidation of ideas– Write up of paper – Mid 2015?

1 December 2014

Page 38: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

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Working party members• We would love to hear from you!

1 December 2014

Working Party Members

Sectors (Employers) Actuarial Activities At ATRC?

Bernadette HlavkaLondon Market

(Tokio Millennium Re)Pricing, capital

Catherine Scullion Public Sector (GAD)Pricing, fin. modelling and

risk mgt.

Ed Tredger Consultancy (UMACS) Capital, pricing, software

Helen Lau General Insurance (Allianz) Capital

Jo Lo (chair) London Market (Aspen)R&D, actuarial modelling,

risk mgt.Yes

Michael Garner London Market (Atrium) Capital, reserving, pricing

Nick Bonello London Market (ANV) Capital

Sejal Haria Regulator (PRA)Risk mgt., fin. modelling,

business strategy

Steven Fisher Consultancy (LCP) Capital, reserving

Page 39: Judgemental Topics in Actuarial Education and Research Jo Lo Getting Better Judgment Working Party 1 December 2014

391 December 2014

Expressions of individual views by members of the Institute and Faculty of Actuaries and its staff are encouraged.

The views expressed in this presentation are those of the presenter.

Questions Comments