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1
INSIDE YOUR MIND:
How a machine can identify your personality
more accurately than your spouse.
2
PERSONALITY
FROM MACHINES
I am the co founder of Searchie, a machine learning
recruitment platform in Dubai. We believe that
people are more complicated than their CV. Using
video interviews, we dive deep into the psychology of
every candidate to understand their competencies,
motivations, learning styles and more.
3
Data Is The Most Powerful
Commodity Of The 21st Century
How can we use it in recruitment?
4
BIG 5 PERSONALITY TRAITS
CreativeOPENNESS
Attention to detailCONSCIENTIOUSNESS
Conversational
EXTRAVERSION
Caring
AGREEABLENESS
Anxious
NEUROTICISM
5
We Form Opinions Every Day
Our brains identify signals and
infer personality from them
6
FACIAL
EXPRESSION
BODY
LANGUAGE
TONE OF
VOICE
WHAT WE
SAY
HOW CAN MACHINES
PREDICT PERSONALITY?
7
WHO KNOWS YOU BETTER?
Co Worker Family Friends Recruiter Spouse Machine
8
Seconds of video
Accuracy
Work Colleague
Friend
Family
Spouse
HOW ACCURATE ARE MACHINES?
Recruiter
9
HOW DOES IT WORK?
10
VOICE ENTROPY, FACIAL
LANDMARKS & BODY LANGUAGE
- Verbal and non verbal communication betray our
personalities
Top Line
- Over 360,000 factors are analysed and inform our
personality assessment.
Feature extraction
- 4 unique vectors are extracted and fed to the LSTM
Output
11
CONVOLUTIONAL NEURAL
NETWORK
Introvert Extrovert
12
LONG SHORT TERM
MEMORY
- Combining the 4 vectors into a string and passing this to
the LSTM
Multi Modal Stacking
- Sequentially feeding 15s clips to the neural network for
analyses
Recurrent Neural Network
- Robust and accurate personality insights unlike any
psychometric tool on the market at a fraction of the price
OutputINTROVERT EXTROVERT
13
A R E C R U I T M E N T
A P P L I C A T I O N
14
AM I NATURALLY GOOD
AT THESE TASKS?
- Does your experience match your natural abilities?
- Have you learnt skills which you were not predisposed to?
Experience
- Where would you naturally feel most comfortable?
- What areas could you improve or train in?
Natural Ability
15
DO I SHARE THE
SAME VALUES?
- Are you going to share values with your new employer?
- Will you enjoy being there and remain engaged?
Cultural Values
- Is the environment you are entering going to cater to your
needs?
- Do you bring a fresh perspective to the environment?
Environment Needs
- Will you fit into the work place or cause disputes?
- What areas might you struggle with at this new place of
work?
Alignment
16
Harvey is not likely to focus on
details or take an organised approach to work. He
is likely to be flexible with deadlines
and to leave some tasks unfinished. He is
as likely as the average
person to follow rules and
regulations and may have a moderate preference for set
processes and procedures.
“
17
Harvey is eager to manage the team in
A consultative, empowering
way. He is very likely to provide
direction to discussions and
actively invite contributions
from other team members.
However, his emphasis on the involvement of others may
sometimes reduce the speed of
progress towards objectives.
“
18
THANK
YOU!
B y H a r v e y B e n n e t t

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Inside your mind

  • 1. 1 INSIDE YOUR MIND: How a machine can identify your personality more accurately than your spouse.
  • 2. 2 PERSONALITY FROM MACHINES I am the co founder of Searchie, a machine learning recruitment platform in Dubai. We believe that people are more complicated than their CV. Using video interviews, we dive deep into the psychology of every candidate to understand their competencies, motivations, learning styles and more.
  • 3. 3 Data Is The Most Powerful Commodity Of The 21st Century How can we use it in recruitment?
  • 4. 4 BIG 5 PERSONALITY TRAITS CreativeOPENNESS Attention to detailCONSCIENTIOUSNESS Conversational EXTRAVERSION Caring AGREEABLENESS Anxious NEUROTICISM
  • 5. 5 We Form Opinions Every Day Our brains identify signals and infer personality from them
  • 7. 7 WHO KNOWS YOU BETTER? Co Worker Family Friends Recruiter Spouse Machine
  • 8. 8 Seconds of video Accuracy Work Colleague Friend Family Spouse HOW ACCURATE ARE MACHINES? Recruiter
  • 10. 10 VOICE ENTROPY, FACIAL LANDMARKS & BODY LANGUAGE - Verbal and non verbal communication betray our personalities Top Line - Over 360,000 factors are analysed and inform our personality assessment. Feature extraction - 4 unique vectors are extracted and fed to the LSTM Output
  • 12. 12 LONG SHORT TERM MEMORY - Combining the 4 vectors into a string and passing this to the LSTM Multi Modal Stacking - Sequentially feeding 15s clips to the neural network for analyses Recurrent Neural Network - Robust and accurate personality insights unlike any psychometric tool on the market at a fraction of the price OutputINTROVERT EXTROVERT
  • 13. 13 A R E C R U I T M E N T A P P L I C A T I O N
  • 14. 14 AM I NATURALLY GOOD AT THESE TASKS? - Does your experience match your natural abilities? - Have you learnt skills which you were not predisposed to? Experience - Where would you naturally feel most comfortable? - What areas could you improve or train in? Natural Ability
  • 15. 15 DO I SHARE THE SAME VALUES? - Are you going to share values with your new employer? - Will you enjoy being there and remain engaged? Cultural Values - Is the environment you are entering going to cater to your needs? - Do you bring a fresh perspective to the environment? Environment Needs - Will you fit into the work place or cause disputes? - What areas might you struggle with at this new place of work? Alignment
  • 16. 16 Harvey is not likely to focus on details or take an organised approach to work. He is likely to be flexible with deadlines and to leave some tasks unfinished. He is as likely as the average person to follow rules and regulations and may have a moderate preference for set processes and procedures. “
  • 17. 17 Harvey is eager to manage the team in A consultative, empowering way. He is very likely to provide direction to discussions and actively invite contributions from other team members. However, his emphasis on the involvement of others may sometimes reduce the speed of progress towards objectives. “
  • 18. 18 THANK YOU! B y H a r v e y B e n n e t t