the visual communication of quantitative finance · 2019. 2. 26. · 1 the visual communication of...
TRANSCRIPT
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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
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Outline
! Definitions
! Tactical and Analytical Visualization
! The Metacognitive Gap
! Presentational Visualization
! Continuum of Approaches
! Examples
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Information Visualization Defined
The use of visual representations ofabstract data to amplify cognition.
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Why Visualize?
! Tactical: To act on small patterns
! Analytical: To find big patterns
! Presentational: To explain
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Tactical: Act on Small Patterns
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Tactical: Ameritrade QuoteScope
! Equity liquidity(Level II)
! Trade directlyfrom view
! Simple & lean
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Tactical: Tick Visualization
! High/low/current price,price change, volume
! Trade in 3D
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Analytical: Find Big Patterns
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Analytical: Spotfire
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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.
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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)
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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/
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Therefore:Bearish on Tactical Visualization
! Let algorithms do their work
! Keep visual displays simple
! Many companies have failed trying
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Visualization for Presentation
ExplainEducateStorytellConvince
Sell
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Edward R. Tufte
! Integrity & clarity
! Induce thought aboutsubstance
! Encourage comparison
! High data/ink ratio
! Integrate with text
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A Trading Example
! Stock rose from 46 to 51.125
! Single-day 11.14 % gain
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Trading Example - Continued
! 9 ! event
! 1.02e-16 % probability
! “Emotional run on the market”
! “Propelled by rumors”
! “Securities fraud”
! (Example)
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Learning to Love the Gap
! Filmmakers have beenexploiting the gapfor >100 years
! Strong intent to influence
! A visual language, deeplyembedded in culture
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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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There is a Continuum
Normative ⇄ Descriptive
As people “should” beRational Choice Theory
As people “are”Behavioral Finance
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As a Formula
HomoEconomicus
: HomoSapiens
:
: :
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Example: Barrier Risk
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Example: AHP Derivation
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Example: Efficient Surface
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Example: CUSUM Derivation
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Example: Portfolio Manufacturing
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Two Primary Ideas
! Mind the Metacognitive Gap
! Behavioral and Emotional EffectsStill Apply to Rigorous Content
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Thank You
Pasha Roberts
617-864-8300
www.lineplot.com