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Psychometrics 101
                                         Emma Rush

Session for the Legal Education and Training
                                      Group

                 Emma Rush Consulting   February 2011
Agenda
Gain a better understanding of the ‘added value’ a
psychometric can bring within a legal environment
Get a clear overview of the six main instruments on
the market and when they can be used
Understand the resource issues of psychometrics:
the cost, the time required, the trained personnel
needed
Develop your own case, if required, for introducing
psychometrics to all or any of the ‘people processes’




                     Emma Rush Consulting
Starting with me
As a consultant:
   Hogan™, MBTI Step II® and OPQ32r™ for coaching and
   career consulting
Previous law firm:
   16PF® for Assessment for Development Centre
   MBTI Steps I & II ® for team workshops
   FIRO ® for Leadership programme
FSI:
   16PF ® mapped on to a competency framework for partner
   recruitment and partnership track
   FIRO® for Assertiveness
   Destiny for secretarial recruitment
                       Emma Rush Consulting
Brief history of psychometrics
 Began in late C19th with “intelligence” testing
 Francis Galton, UK: Anthropometrics – taking a
 mathematical approach to the measure of individual
 differences – eugenics
 Charles Spearman, USA 1910 – contributed ‘g’ or
 the measurement of general intelligence factor
 And “factor analysis” – the means by which
 psychometric tests are found to be valid


                     Emma Rush Consulting
Brief history of psychometrics

 1917 Stanford-Binet test: first standardised
 test of intelligence
 1949: First publication of the 16PF by
 Raymond Cattell (Spearman’s student)
 1962: MBTI first published – type-based
 instrument; four preference scales



                  Emma Rush Consulting
Brief history of psychometrics

1963 First appearance of the “Big Five” of
personality factors
1970: Cronbach (Cronbach’s Alpha):
emphasises the importance of validity – being
able to predict accurately what a person will
do


                  Emma Rush Consulting
Brief history of psychometrics
1984: OPQ32 introduced, published by SHL
R&D by Peter Saville and Roger Holdsworth
1986: Hogan’s Personality Inventory first
published
2004 Saville and Holdsworth ousted from
SHL’s board
2008 Saville’s Personality Questionnaire /
Wave introduced

                 Emma Rush Consulting
Key concepts
Reliability: The degree to which an
instrument measures the same way each time it
is used under the same conditions with the
same subjects – its “consistency”
Validity:    The extent to which you actually
are measuring what you are professing to
measure
Type vs. Trait: Type gives you a preference,
trait measures how you compare to a wider
population
                  Emma Rush Consulting
Where to use psychometrics

 Used in thousands of organisations at all
 stages of the employee “life cycle”

 We’re looking at three: Selection;
 Development ; Promotion




                  Emma Rush Consulting
USING PSYCHOMETRICS IN
SELECTION




           Emma Rush Consulting
Why select with psychometrics?
Type of intervention                                      Validity ( r ) where 1.0 is
                                                          perfect prediction
General Mental Ability Tests                              .51
Structured Employment Interviews                          .51
Used together                                             .63
Job Knowledge Tests                                       .48
Unstructured Employment Interviews                        .38
Assessment Centres                                        .37
Reference checks                                          .26
Job experience (years)                                    .18
Education (years) / Interests                             .10
Graphology                                                .02
Chance                                                    0

                                   Emma Rush Consulting
Why select with psychometrics?




              Emma Rush Consulting
Why select (or train) with
psychometrics?
 To make the business case you first need
 to know:
   What it currently costs (directly and indirectly) to
   recruit, train and retain someone so you can
   measure/prove an improvement
   Exactly what you are looking for – job criteria,
   competency framework
   What outcomes you require from training
   interventions

                     Emma Rush Consulting
In addition testing…
Allows for better and clearer discrimination between
candidates – “beyond the good egg factor”
Supports your diversity initiatives: more transparent,
fairer and no adverse impact
Allows a better fit with your job criteria or
competency framework
Administrative convenience (depending on your
resources)
Costs and development time are reasonable

                     Emma Rush Consulting
What do you test?

Five key areas to measure         How do they get measured?
  Knowledge                            Areas on which traditional or
                                       unstructured approaches
  Experience                           concentrate – psychometrics can
                                       still assess and assist



  Behaviours                           Areas where online tests and
                                       structured approaches can assess
  Personality                          these areas and increase validity
  Capability                           of recruitment
                                       In descending order of ease to
  Motivation                           change – motivation hardest


                      Emma Rush Consulting
Intellectual Ability

 Job-based or reasoning tests – used
 frequently at trainee level, but not at higher
 and more expensive level
 Standard intellectual ability tests:
    Verbal reasoning
    Numerical reasoning
    Thinking style


                   Emma Rush Consulting
PERSONALITY INSTRUMENTS IN
USE




           Emma Rush Consulting
A word of warning to begin!

 “..it seems that users of some
 questionnaires become attached to the
 tests that “look right” or appear to be
 appropriate, which is known as faith
 validity..” (Saville, 1975)
 For every argument there is a counter-
 argument


                 Emma Rush Consulting
The Big , in in test terms

 OPQ32r®
 The 16PF5 ®
 NEO PI-R™
 Hogan Personality Inventory and
 Development Survey™
 Saville Wave Professional Styles®


                 Emma Rush Consulting
How valid are they?
           Figures taken from Saville’s report How valid is your
           questionnaire?




High
validity

Moderate
validity




Chance
                                   Emma Rush Consulting
A time comparison
Instrument              No of Questions              Typical Completion time
OPQ32i                  416                          60 minutes
NEO-PI-R                240                          40 minutes
Wave Professional       216                          40 minutes
Styles
Hogan                   206                          30 minutes
16PF5                   185                          30 minutes
Saville’s Personality   72                           13 minutes
Questionnaire




                              Emma Rush Consulting
Tests to avoid

Ipsative Tests
Tests without appropriate norms
Tests with low reliability estimates
Old tests that have not been re-evaluated in
the last 10 years.
Glossy, packaged tests with no psychometric
details

                  Emma Rush Consulting
And not to be used for selection

 DISC: “The test suffers from questionable
 reliability and unknown validity”

 MBTI: a “type” based instrument so
 without norm group validity




                 Emma Rush Consulting
Costs

 Using psychometrics may have a long
 term benefit but also has a short term cost
   Per instrument – from £12 to £298 per report
   Time: an hour’s minimum feedback
   Online – no additional cost to set up
   Reputational risk



                   Emma Rush Consulting
Which tests to use?
OPQ32r™
Pros: an “Occupational” questionnaire so about the
“you at work”
“r” is the latest version, and has three rather than
four item choices
Published by SHL and designed by Professor Peter
Saville
Can be mapped onto a competency framework
Multiple report options
 Relatively quick to complete
                     Emma Rush Consulting
OPQ32r™

 Relationships with                   Feelings and
 People                               Emotion
   Influence                                Emotion
   Sociability                              Dynamism
   Empathy
 Thinking Style
   Analysis
   Creativity and Change
   Structure

                     Emma Rush Consulting
OPQ32r™
 Cons:
 32 factors – do they add anything extra? They take
 longer to give feedback on
 Overlap between factors e.g. relationships with people /
 feelings and emotion
 Now quite old (1984), doesn’t cover to same degree
 motivations, values, influencing style, leadership
 Is it an ideal fit with professional services – norm groups
 used?
 Hard to get an overview of scores in the reports, more
 interpretative than detailed
                        Emma Rush Consulting
16PF®
Pros: A combination of five global factors and
sixteen primary factors – gives some granularity but
not overwhelming
Used world-wide for recruitment and development
Can be mapped onto a competency framework
Factors relate to universal traits rather than forced
into three pronged model
Reports give practitioner option as well as
interpretative reports
Relatively quick to complete
                     Emma Rush Consulting
16PF®

 Cons: Meta-perceptions: candidates frequently
 report “I do this differently in social situations”
 Measures drive (obliquely) but not specifically
 motivations
 Reasoning questions can’t be relied on as
 measure of intellectual ability, particularly for
 lawyers
 Is it an ideal fit for professional services – norm
 groups used?

                    Emma Rush Consulting
Hogan Personality Inventory/Development
Survey/Motivations, Preferences and Values Inventory
(all™)

    Pros: Uniquely covers both “bright” and
   “dark” side of personality
   Covers what drives individuals, what derails
   them and what they value in an organisation
   Particularly suited for senior recruits e.g..
   lateral hires, as reports based on strengths
   and competencies for leaders


                         Emma Rush Consulting
Hogan Personality Inventory/Development
Survey/Motivations, Preferences and Values Inventory
(all™)

  Cons: quite American – language in reports,
  language in questions
  Three separate questionnaires to complete
  Relevance to professional services?
  Relevance to more junior roles in professional
  services?
  Supplied in UK by smaller distributors e.g.
  Mentis; Psychological Consultancy


                      Emma Rush Consulting
NEO
The NEO PI-R was developed by Costa
and McCrae
Five domains measured: Neuroticism,
Extraversion, Openness to Experience,
Agreeableness and Conscientiousness.




               Emma Rush Consulting
NEO

Each five domains is divided into six
facets: thirty areas of personality which
predict employees’ work behaviour
including leadership style, team style,
decision-making and stress management.
240-item questionnaire either online or by
paper and pencil
The current UK Edition was published in
2004.
                Emma Rush Consulting
Saville Consulting’s Wave ®
Professional Styles edition
 To quote Peter Saville: “Saville Consulting
 Wave® Professional Styles measures motives,
 talents, preferred culture and competency
 potential in one dynamic online questionnaire”
 A wealth of detail: 4 Clusters; 12 Sections; 36
 Dimensions; 108 Facets
 More reliable
 Quick to complete
 Normed for professionals
                    Emma Rush Consulting
USING PSYCHOMETRICS IN
DEVELOPMENT AND PERFORMANCE




            Emma Rush Consulting
Ongoing development: workshops
and coaching
 Specific learning e.g. leadership,
 assertiveness
 Coaching
 Team workshops




                  Emma Rush Consulting
Why train with psychometrics?

 The sheer cost of training
 Have to do something 200 times to be
 completely proficient in a new skill -
 accelerates the process of self-awareness
 Assessing motivation means you can see in
 advance:
   How this person likes to work
   What motivates this person to work
   What types of goals this person likes
                      Emma Rush Consulting
What type of intervention?

How you like to learn e.g. Honey and
Mumford’s Learning Styles Questionnaire
What motivates you – how do we reinforce
learning e.g. Hogan MPVI
Why you need to learn e.g. FIRO-B with
leadership
How you operate in a team e.g. MBTI Step II
What the real issues are in coaching e.g.
Saville Consulting Wave® Professional Styles
                 Emma Rush Consulting
Team Interventions

 Three instances you may instigate a team
 workshops:
   Forming a team
   Dealing with team performance
   Team building




                  Emma Rush Consulting
FIRO-B
A unique way of looking at how a team
operates
Three “scales”, no typology, scored from 1 to
9
Inclusion; Control; Affection (or Openness)
An “Expressed” score: what you show to
others
A “Wanted” score: what you want from
others but may not show
                  Emma Rush Consulting
Team Workshops

 MBTI Steps I and II
   Uniquely lends itself to group feedback with a
   reported type followed by self-assessed type
   and ending with best fit
   Step II adds factors to the four dimensions
   giving more granularity and better comparison
   between team members
   Can be a powerful aide to raising self-
   awareness

                    Emma Rush Consulting
However…

 Can feel over-simple even at Step II
 MBTI Step I gives only four dimensions for
 comparison – does this adequately explain how
 a team interacts or personality works?
 Slip between “reported type” and “best fit” can
 be as much as 25% e.g.. only 75% of people
 confirm their MBTI results
 Lacks real scientific validity


                   Emma Rush Consulting
Belbin
Dr Meredith Belbin; dates from the 1970s
                   Belbin’s Nine Team Roles
      Plant                        Co-ordinator

      Monitor-Evaluator            Resource-
                                   Investigator

      Implementer                  Completer-finisher

      Team worker                  Shaper

      Specialist
                          Emma Rush Consulting
USING PSYCHOMETRICS IN
PROMOTION




           Emma Rush Consulting
A form of selection

 The same instrument should be used for
 promotion purposes as for selection for
 reasons of:
   Consistency
   Fairness
   Transparency
   Proper metrics of progress (from selection to
   now)

                    Emma Rush Consulting
How do you make the best
decision on promotion?

 The more structured methods you use the
 better validity you gain
 Assessment centres alone are less valid than
 when combined with e.g.
   Structured interviews
   Psychometrics


                     Emma Rush Consulting
Questions?



         Emma Rush Consulting
Suppliers
OPP:http://www.opp.eu.com/Pages/home.asp
x
SHL:http://www.shl.com/default.aspx
Hogrefe: http://www.hogrefe.co.uk/
Get Feedback: http://www.getfeedback.net/
Saville Consulting:
http://www.savilleconsulting.com/contact/conta
ct.aspx
                  Emma Rush Consulting
Organisations

 The Psychometrics Forum
   http://www.psychometricsforum.org/




                   Emma Rush Consulting
Training

 I recommend working out which test(s) you want
 to use, and then qualifying with that test
 publisher
 For example OPP’s Level B course qualifying
 you in both MBTI® and 16PF®
 Or Saville Consulting qualifying you in Wave™




                   Emma Rush Consulting

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Psychometrics Slides

  • 1. Psychometrics 101 Emma Rush Session for the Legal Education and Training Group Emma Rush Consulting February 2011
  • 2. Agenda Gain a better understanding of the ‘added value’ a psychometric can bring within a legal environment Get a clear overview of the six main instruments on the market and when they can be used Understand the resource issues of psychometrics: the cost, the time required, the trained personnel needed Develop your own case, if required, for introducing psychometrics to all or any of the ‘people processes’ Emma Rush Consulting
  • 3. Starting with me As a consultant: Hogan™, MBTI Step II® and OPQ32r™ for coaching and career consulting Previous law firm: 16PF® for Assessment for Development Centre MBTI Steps I & II ® for team workshops FIRO ® for Leadership programme FSI: 16PF ® mapped on to a competency framework for partner recruitment and partnership track FIRO® for Assertiveness Destiny for secretarial recruitment Emma Rush Consulting
  • 4. Brief history of psychometrics Began in late C19th with “intelligence” testing Francis Galton, UK: Anthropometrics – taking a mathematical approach to the measure of individual differences – eugenics Charles Spearman, USA 1910 – contributed ‘g’ or the measurement of general intelligence factor And “factor analysis” – the means by which psychometric tests are found to be valid Emma Rush Consulting
  • 5. Brief history of psychometrics 1917 Stanford-Binet test: first standardised test of intelligence 1949: First publication of the 16PF by Raymond Cattell (Spearman’s student) 1962: MBTI first published – type-based instrument; four preference scales Emma Rush Consulting
  • 6. Brief history of psychometrics 1963 First appearance of the “Big Five” of personality factors 1970: Cronbach (Cronbach’s Alpha): emphasises the importance of validity – being able to predict accurately what a person will do Emma Rush Consulting
  • 7. Brief history of psychometrics 1984: OPQ32 introduced, published by SHL R&D by Peter Saville and Roger Holdsworth 1986: Hogan’s Personality Inventory first published 2004 Saville and Holdsworth ousted from SHL’s board 2008 Saville’s Personality Questionnaire / Wave introduced Emma Rush Consulting
  • 8. Key concepts Reliability: The degree to which an instrument measures the same way each time it is used under the same conditions with the same subjects – its “consistency” Validity: The extent to which you actually are measuring what you are professing to measure Type vs. Trait: Type gives you a preference, trait measures how you compare to a wider population Emma Rush Consulting
  • 9. Where to use psychometrics Used in thousands of organisations at all stages of the employee “life cycle” We’re looking at three: Selection; Development ; Promotion Emma Rush Consulting
  • 10. USING PSYCHOMETRICS IN SELECTION Emma Rush Consulting
  • 11. Why select with psychometrics? Type of intervention Validity ( r ) where 1.0 is perfect prediction General Mental Ability Tests .51 Structured Employment Interviews .51 Used together .63 Job Knowledge Tests .48 Unstructured Employment Interviews .38 Assessment Centres .37 Reference checks .26 Job experience (years) .18 Education (years) / Interests .10 Graphology .02 Chance 0 Emma Rush Consulting
  • 12. Why select with psychometrics? Emma Rush Consulting
  • 13. Why select (or train) with psychometrics? To make the business case you first need to know: What it currently costs (directly and indirectly) to recruit, train and retain someone so you can measure/prove an improvement Exactly what you are looking for – job criteria, competency framework What outcomes you require from training interventions Emma Rush Consulting
  • 14. In addition testing… Allows for better and clearer discrimination between candidates – “beyond the good egg factor” Supports your diversity initiatives: more transparent, fairer and no adverse impact Allows a better fit with your job criteria or competency framework Administrative convenience (depending on your resources) Costs and development time are reasonable Emma Rush Consulting
  • 15. What do you test? Five key areas to measure How do they get measured? Knowledge Areas on which traditional or unstructured approaches Experience concentrate – psychometrics can still assess and assist Behaviours Areas where online tests and structured approaches can assess Personality these areas and increase validity Capability of recruitment In descending order of ease to Motivation change – motivation hardest Emma Rush Consulting
  • 16. Intellectual Ability Job-based or reasoning tests – used frequently at trainee level, but not at higher and more expensive level Standard intellectual ability tests: Verbal reasoning Numerical reasoning Thinking style Emma Rush Consulting
  • 17. PERSONALITY INSTRUMENTS IN USE Emma Rush Consulting
  • 18. A word of warning to begin! “..it seems that users of some questionnaires become attached to the tests that “look right” or appear to be appropriate, which is known as faith validity..” (Saville, 1975) For every argument there is a counter- argument Emma Rush Consulting
  • 19. The Big , in in test terms OPQ32r® The 16PF5 ® NEO PI-R™ Hogan Personality Inventory and Development Survey™ Saville Wave Professional Styles® Emma Rush Consulting
  • 20. How valid are they? Figures taken from Saville’s report How valid is your questionnaire? High validity Moderate validity Chance Emma Rush Consulting
  • 21. A time comparison Instrument No of Questions Typical Completion time OPQ32i 416 60 minutes NEO-PI-R 240 40 minutes Wave Professional 216 40 minutes Styles Hogan 206 30 minutes 16PF5 185 30 minutes Saville’s Personality 72 13 minutes Questionnaire Emma Rush Consulting
  • 22. Tests to avoid Ipsative Tests Tests without appropriate norms Tests with low reliability estimates Old tests that have not been re-evaluated in the last 10 years. Glossy, packaged tests with no psychometric details Emma Rush Consulting
  • 23. And not to be used for selection DISC: “The test suffers from questionable reliability and unknown validity” MBTI: a “type” based instrument so without norm group validity Emma Rush Consulting
  • 24. Costs Using psychometrics may have a long term benefit but also has a short term cost Per instrument – from £12 to £298 per report Time: an hour’s minimum feedback Online – no additional cost to set up Reputational risk Emma Rush Consulting
  • 25. Which tests to use? OPQ32r™ Pros: an “Occupational” questionnaire so about the “you at work” “r” is the latest version, and has three rather than four item choices Published by SHL and designed by Professor Peter Saville Can be mapped onto a competency framework Multiple report options Relatively quick to complete Emma Rush Consulting
  • 26. OPQ32r™ Relationships with Feelings and People Emotion Influence Emotion Sociability Dynamism Empathy Thinking Style Analysis Creativity and Change Structure Emma Rush Consulting
  • 27. OPQ32r™ Cons: 32 factors – do they add anything extra? They take longer to give feedback on Overlap between factors e.g. relationships with people / feelings and emotion Now quite old (1984), doesn’t cover to same degree motivations, values, influencing style, leadership Is it an ideal fit with professional services – norm groups used? Hard to get an overview of scores in the reports, more interpretative than detailed Emma Rush Consulting
  • 28. 16PF® Pros: A combination of five global factors and sixteen primary factors – gives some granularity but not overwhelming Used world-wide for recruitment and development Can be mapped onto a competency framework Factors relate to universal traits rather than forced into three pronged model Reports give practitioner option as well as interpretative reports Relatively quick to complete Emma Rush Consulting
  • 29. 16PF® Cons: Meta-perceptions: candidates frequently report “I do this differently in social situations” Measures drive (obliquely) but not specifically motivations Reasoning questions can’t be relied on as measure of intellectual ability, particularly for lawyers Is it an ideal fit for professional services – norm groups used? Emma Rush Consulting
  • 30. Hogan Personality Inventory/Development Survey/Motivations, Preferences and Values Inventory (all™) Pros: Uniquely covers both “bright” and “dark” side of personality Covers what drives individuals, what derails them and what they value in an organisation Particularly suited for senior recruits e.g.. lateral hires, as reports based on strengths and competencies for leaders Emma Rush Consulting
  • 31. Hogan Personality Inventory/Development Survey/Motivations, Preferences and Values Inventory (all™) Cons: quite American – language in reports, language in questions Three separate questionnaires to complete Relevance to professional services? Relevance to more junior roles in professional services? Supplied in UK by smaller distributors e.g. Mentis; Psychological Consultancy Emma Rush Consulting
  • 32. NEO The NEO PI-R was developed by Costa and McCrae Five domains measured: Neuroticism, Extraversion, Openness to Experience, Agreeableness and Conscientiousness. Emma Rush Consulting
  • 33. NEO Each five domains is divided into six facets: thirty areas of personality which predict employees’ work behaviour including leadership style, team style, decision-making and stress management. 240-item questionnaire either online or by paper and pencil The current UK Edition was published in 2004. Emma Rush Consulting
  • 34. Saville Consulting’s Wave ® Professional Styles edition To quote Peter Saville: “Saville Consulting Wave® Professional Styles measures motives, talents, preferred culture and competency potential in one dynamic online questionnaire” A wealth of detail: 4 Clusters; 12 Sections; 36 Dimensions; 108 Facets More reliable Quick to complete Normed for professionals Emma Rush Consulting
  • 35. USING PSYCHOMETRICS IN DEVELOPMENT AND PERFORMANCE Emma Rush Consulting
  • 36. Ongoing development: workshops and coaching Specific learning e.g. leadership, assertiveness Coaching Team workshops Emma Rush Consulting
  • 37. Why train with psychometrics? The sheer cost of training Have to do something 200 times to be completely proficient in a new skill - accelerates the process of self-awareness Assessing motivation means you can see in advance: How this person likes to work What motivates this person to work What types of goals this person likes Emma Rush Consulting
  • 38. What type of intervention? How you like to learn e.g. Honey and Mumford’s Learning Styles Questionnaire What motivates you – how do we reinforce learning e.g. Hogan MPVI Why you need to learn e.g. FIRO-B with leadership How you operate in a team e.g. MBTI Step II What the real issues are in coaching e.g. Saville Consulting Wave® Professional Styles Emma Rush Consulting
  • 39. Team Interventions Three instances you may instigate a team workshops: Forming a team Dealing with team performance Team building Emma Rush Consulting
  • 40. FIRO-B A unique way of looking at how a team operates Three “scales”, no typology, scored from 1 to 9 Inclusion; Control; Affection (or Openness) An “Expressed” score: what you show to others A “Wanted” score: what you want from others but may not show Emma Rush Consulting
  • 41. Team Workshops MBTI Steps I and II Uniquely lends itself to group feedback with a reported type followed by self-assessed type and ending with best fit Step II adds factors to the four dimensions giving more granularity and better comparison between team members Can be a powerful aide to raising self- awareness Emma Rush Consulting
  • 42. However… Can feel over-simple even at Step II MBTI Step I gives only four dimensions for comparison – does this adequately explain how a team interacts or personality works? Slip between “reported type” and “best fit” can be as much as 25% e.g.. only 75% of people confirm their MBTI results Lacks real scientific validity Emma Rush Consulting
  • 43. Belbin Dr Meredith Belbin; dates from the 1970s Belbin’s Nine Team Roles Plant Co-ordinator Monitor-Evaluator Resource- Investigator Implementer Completer-finisher Team worker Shaper Specialist Emma Rush Consulting
  • 44. USING PSYCHOMETRICS IN PROMOTION Emma Rush Consulting
  • 45. A form of selection The same instrument should be used for promotion purposes as for selection for reasons of: Consistency Fairness Transparency Proper metrics of progress (from selection to now) Emma Rush Consulting
  • 46. How do you make the best decision on promotion? The more structured methods you use the better validity you gain Assessment centres alone are less valid than when combined with e.g. Structured interviews Psychometrics Emma Rush Consulting
  • 47. Questions? Emma Rush Consulting
  • 48. Suppliers OPP:http://www.opp.eu.com/Pages/home.asp x SHL:http://www.shl.com/default.aspx Hogrefe: http://www.hogrefe.co.uk/ Get Feedback: http://www.getfeedback.net/ Saville Consulting: http://www.savilleconsulting.com/contact/conta ct.aspx Emma Rush Consulting
  • 49. Organisations The Psychometrics Forum http://www.psychometricsforum.org/ Emma Rush Consulting
  • 50. Training I recommend working out which test(s) you want to use, and then qualifying with that test publisher For example OPP’s Level B course qualifying you in both MBTI® and 16PF® Or Saville Consulting qualifying you in Wave™ Emma Rush Consulting