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1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: Northfield Annual Research Conference October 24, 2006 © 2006 Lineplot Productions LLC 2 Two Primary Ideas ! Mind the Metacognitive Gap ! Behavioral and Emotional Effects Still Apply to Rigorous Content

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Page 1: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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The Visual Communication of Quantitative Finance

Pasha Roberts

Lineplot Productions LLC

Presentation to:

Northfield Annual Research Conference

October 24, 2006

© 2006 Lineplot Productions LLC 2

Two Primary Ideas

! Mind the Metacognitive Gap

! Behavioral and Emotional EffectsStill Apply to Rigorous Content

Page 2: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 3

Outline

! Definitions

! Tactical and Analytical Visualization

! The Metacognitive Gap

! Presentational Visualization

! Continuum of Approaches

! Examples

© 2006 Lineplot Productions LLC 4

Information Visualization Defined

The use of visual representations ofabstract data to amplify cognition.

Page 3: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 5

Why Visualize?

! Tactical: To act on small patterns

! Analytical: To find big patterns

! Presentational: To explain

© 2006 Lineplot Productions LLC 6

Tactical: Act on Small Patterns

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© 2006 Lineplot Productions LLC 7

Tactical: Ameritrade QuoteScope

! Equity liquidity(Level II)

! Trade directlyfrom view

! Simple & lean

© 2006 Lineplot Productions LLC 8

Tactical: Tick Visualization

! High/low/current price,price change, volume

! Trade in 3D

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© 2006 Lineplot Productions LLC 9

Analytical: Find Big Patterns

© 2006 Lineplot Productions LLC 10

Analytical: Spotfire

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© 2006 Lineplot Productions LLC 11

The Assumption

! Visualization engages the human visual systemto detect patterns.

! The goal is to extend our “working memory”,using the view as an external memory bankand processor.

! But we assume that we can and willfind the patterns.

© 2006 Lineplot Productions LLC 12

The Metacognitive Gap

! Human intuitions about how we see, hear, andremember are embarrassingly inflated

! For example:

• We are only capable of seeing 5 items at once

• We can only observe one change at a time

• Our intuition says we can see everything,all at once, indefinitely and automatically

! (Examples)

Page 7: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 13

Manifestations of the Gap

! Change blindness

! Vigilance fatigue

! Looking but not seeing

! And this is prior to the impact of emotions,intellect

Credits and references:

Ron Rensink, UBC, http://www.psych.ubc.ca/~viscoglab/

Harvard Vision Sciences Lab, http://visionlab.harvard.edu/

© 2006 Lineplot Productions LLC 14

Therefore:Bearish on Tactical Visualization

! Let algorithms do their work

! Keep visual displays simple

! Many companies have failed trying

Page 8: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 15

Visualization for Presentation

ExplainEducateStorytellConvince

Sell

© 2006 Lineplot Productions LLC 16

Edward R. Tufte

! Integrity & clarity

! Induce thought aboutsubstance

! Encourage comparison

! High data/ink ratio

! Integrate with text

Page 9: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 17

A Trading Example

! Stock rose from 46 to 51.125

! Single-day 11.14 % gain

© 2006 Lineplot Productions LLC 18

Trading Example - Continued

! 9 ! event

! 1.02e-16 % probability

! “Emotional run on the market”

! “Propelled by rumors”

! “Securities fraud”

! (Example)

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© 2006 Lineplot Productions LLC 19

Learning to Love the Gap

! Filmmakers have beenexploiting the gapfor >100 years

! Strong intent to influence

! A visual language, deeplyembedded in culture

© 2006 Lineplot Productions LLC 20

Is this Relevant?

! Rigorous? Irresponsible? Manipulative?

! Tufte approach:

minimize cognitive bias and emotion

! Filmic approach:

maximize impact to broad audience

! Who is the audience? What is the goal?

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© 2006 Lineplot Productions LLC 21

There is a Continuum

Normative ⇄ Descriptive

As people “should” beRational Choice Theory

As people “are”Behavioral Finance

© 2006 Lineplot Productions LLC 22

As a Formula

HomoEconomicus

: HomoSapiens

:

: :

Page 12: The Visual Communication of Quantitative Finance · 2019. 2. 26. · 1 The Visual Communication of Quantitative Finance Pasha Roberts Lineplot Productions LLC Presentation to: NorthÞeld

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© 2006 Lineplot Productions LLC 23

Example: Barrier Risk

© 2006 Lineplot Productions LLC 24

Example: AHP Derivation

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© 2006 Lineplot Productions LLC 25

Example: Efficient Surface

© 2006 Lineplot Productions LLC 26

Example: CUSUM Derivation

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© 2006 Lineplot Productions LLC 27

Example: Portfolio Manufacturing

© 2006 Lineplot Productions LLC 28

Two Primary Ideas

! Mind the Metacognitive Gap

! Behavioral and Emotional EffectsStill Apply to Rigorous Content

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© 2006 Lineplot Productions LLC 29

Thank You

Pasha Roberts

[email protected]

617-864-8300

www.lineplot.com