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jobknowledge.eu 
facebook.com/jobknowledge 
@Jobknowledge 
Job knowledge based personnel 
selection 
Stefan T. Mol, Gábor Kismihók , Sofija Pajic 
Amsterdam Business School, UNIVERSITY OF AMSTERDAM, Amsterdam, Netherlands
Imagine… 
a) The most conscientious colleague; 
b) The most interested colleague; 
c) The smartest one; 
d) The most knowledgeable one; 
Who would you hire?
Conceptual Framework 
(Ones, Viswesvaran, & Dilchert, 2005; Schmidt & Hunter, 1998; 
Schmidt & Hunter, 2000) 
General Mental 
Ability (GMA) 
Job Performance 
?
Conceptual Framework 
GMA JOB KNOWLEDGE JOB PERFORMANCE 
Job knowledge is an important predictor of job performance, both in civilian and military jobs 
e.g. .80 for civilian and .63 for military jobs. (Schmidt & Hunter, 2004) 
The effect of general mental ability on job performance proved to be considerably stronger if job knowledge 
is included in the model 
e.g. .45 for civilian and .38 vs .31 for civilian and .15 for military jobs. (Schmidt & Hunter, 2004)
Job Knowledge 
…facts, concepts, principles and other types of information 
(Dye, Reck & McDaniel, 1993) that have been recognized as 
crucial in order to perform successfully in a particular job 
(Schmidt, Hunter & Outerbridge, 1986; Hunter, 1986). “ 
” Explicit Declarative
Job Knowledge 
…people who are more intelligent learn more 
job knowledge and learn it faster, 
the major determinant Criterion 
of job performance is 
Related 
not GMA but job knowledge” Validity 
(Schmidt and 
Hunter, 2001). 
GMA JOB KNOWLEDGE JOB PERFORMANCE 
“ 
”
Job Knowledge 
Validity is nearly twice as high for job specific tests than for 
of the-shelf tests. In fact, the levels for locally developed 
tests appear to rival those of general ability tests. 
(Dye, Reck & McDaniel, 1993,p. 156). 
ρ=.62, k =59, N=3965 
Criterion 
Related 
Validity 
GMA JOB KNOWLEDGE JOB PERFORMANCE 
“ 
”
“Content-related evidence of validity has 
traditionally involved … rational examination of the 
manner in which the performance domain is 
sampled by the predictor” (Binning & Barrett, 
1989, p. 482). 
Criterion 
Related 
Validity 
Content 
Related 
Validity 
Job Knowledge
According to the APA publication 
manual which statistics do you need 
to report in a regression analysis 
table? 
Criterion 
Related 
Validity 
Content 
Related 
Validity 
Job Knowledge 
Job Knowledge: 
GMA: How smart do you need to be to 
publish an article?
Job Knowledge 
“construct validation and theory development 
imply the same basic process….” “If it can be 
shown that a test measures a specific 
construct … that has been determined to be 
critical for job performance…, then inferences 
about job performance from test scores are 
by logical implication justified” (Binning and 
Barrett, 1989, p.487, p. 480 
Criterion 
Related 
Validity 
Content 
Related 
Validity 
Construct 
Related 
Validity
Criterion 
Related 
Validity 
Content 
Related 
Validity 
Construct 
Related 
Validity 
1 2 3 4 5 6 7 8 9 
Substantiation 
Job Performance Specificity 
9 8 7 6 5 4 3 2 1 
Job Knowledge Specificity 
Job Knowledge
jobknowledge.eu 
facebook.com/jobknowledge 
@Jobknowledge 
The Center of Job Knowledge Research is a multidisciplinary think-tank 
and research incubator that aims to engage stakeholders from 
academia, industry, and government to elucidate how job knowledge 
may be used to facilitate individual, organization, and nation level 
person-education-workplace matching processes.
jobknowledge.eu 
facebook.com/jobknowledge 
@Jobknowledge 
Why? 
Because job knowledge… 
Is among the most important yet least understood individual level drivers of the 
knowledge economy 
Is imperative to successfully match people to jobs but largely neglected in personnel 
selection research 
Is an ultimate outcome against which both education and training must be evaluated 
Is a means to ensure public spending on education enhances graduates’ opportunities, 
fit, and accomplishment on the labor market
A personnel selection and training platform that takes an individualized 
approach to the assessment and development of job knowledge of ICT 
Systems analysts 
www.ontohr.eu
Transfer of innovation: Development of job knowledge test and training 
platform for nurses 
www.med-assess.eu
OntoTech 
Extending portfolio of ICT Job Knowledge Tests for purposes of 
curriculum diagnostics and development
UvAInform 
Learning analytics is “the measurement, collection, analysis, and 
reporting of data about learners and their contexts, for purposes of 
understanding and optimizing learning and the environments in which 
it occurs” (SOLAR 2012). 
Internal UvA project aimed at the pan-university development of an 
educational data informed goal setting interface.
• GITP 
• Randstad Holding 
• ECORYS 
• Aristotle University of Thessaloniki (AUT) 
• Central European Labour Studies Institute (CELSI) 
• Corvinus University of Budapest (CUB) 
• Ericsson 
• European Distance and E-Learning Network (EDEN) 
• European Foundation for the Improvement of Living and Working Conditions (EUROFOUND) 
• Labour Asociados 
• Netpositive 
• University of Alicante (UAL) 
• Wageindicator
Development of Job Knowledge Tests: 
Implications 
• Focus on idiosyncratic job knowledge requirements 
• Requires use of inductive, interpretive research methods or BIG data 
• Implications for status and acceptance of such research within the 
personnel psychology community
jobknowledge.eu 
facebook.com/jobknowledge 
@Jobknowledge 
Thank you for your attention!

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ICAP 2014 - CJKR presentation

  • 1. jobknowledge.eu facebook.com/jobknowledge @Jobknowledge Job knowledge based personnel selection Stefan T. Mol, Gábor Kismihók , Sofija Pajic Amsterdam Business School, UNIVERSITY OF AMSTERDAM, Amsterdam, Netherlands
  • 2. Imagine… a) The most conscientious colleague; b) The most interested colleague; c) The smartest one; d) The most knowledgeable one; Who would you hire?
  • 3. Conceptual Framework (Ones, Viswesvaran, & Dilchert, 2005; Schmidt & Hunter, 1998; Schmidt & Hunter, 2000) General Mental Ability (GMA) Job Performance ?
  • 4. Conceptual Framework GMA JOB KNOWLEDGE JOB PERFORMANCE Job knowledge is an important predictor of job performance, both in civilian and military jobs e.g. .80 for civilian and .63 for military jobs. (Schmidt & Hunter, 2004) The effect of general mental ability on job performance proved to be considerably stronger if job knowledge is included in the model e.g. .45 for civilian and .38 vs .31 for civilian and .15 for military jobs. (Schmidt & Hunter, 2004)
  • 5. Job Knowledge …facts, concepts, principles and other types of information (Dye, Reck & McDaniel, 1993) that have been recognized as crucial in order to perform successfully in a particular job (Schmidt, Hunter & Outerbridge, 1986; Hunter, 1986). “ ” Explicit Declarative
  • 6. Job Knowledge …people who are more intelligent learn more job knowledge and learn it faster, the major determinant Criterion of job performance is Related not GMA but job knowledge” Validity (Schmidt and Hunter, 2001). GMA JOB KNOWLEDGE JOB PERFORMANCE “ ”
  • 7. Job Knowledge Validity is nearly twice as high for job specific tests than for of the-shelf tests. In fact, the levels for locally developed tests appear to rival those of general ability tests. (Dye, Reck & McDaniel, 1993,p. 156). ρ=.62, k =59, N=3965 Criterion Related Validity GMA JOB KNOWLEDGE JOB PERFORMANCE “ ”
  • 8. “Content-related evidence of validity has traditionally involved … rational examination of the manner in which the performance domain is sampled by the predictor” (Binning & Barrett, 1989, p. 482). Criterion Related Validity Content Related Validity Job Knowledge
  • 9. According to the APA publication manual which statistics do you need to report in a regression analysis table? Criterion Related Validity Content Related Validity Job Knowledge Job Knowledge: GMA: How smart do you need to be to publish an article?
  • 10. Job Knowledge “construct validation and theory development imply the same basic process….” “If it can be shown that a test measures a specific construct … that has been determined to be critical for job performance…, then inferences about job performance from test scores are by logical implication justified” (Binning and Barrett, 1989, p.487, p. 480 Criterion Related Validity Content Related Validity Construct Related Validity
  • 11. Criterion Related Validity Content Related Validity Construct Related Validity 1 2 3 4 5 6 7 8 9 Substantiation Job Performance Specificity 9 8 7 6 5 4 3 2 1 Job Knowledge Specificity Job Knowledge
  • 12. jobknowledge.eu facebook.com/jobknowledge @Jobknowledge The Center of Job Knowledge Research is a multidisciplinary think-tank and research incubator that aims to engage stakeholders from academia, industry, and government to elucidate how job knowledge may be used to facilitate individual, organization, and nation level person-education-workplace matching processes.
  • 13. jobknowledge.eu facebook.com/jobknowledge @Jobknowledge Why? Because job knowledge… Is among the most important yet least understood individual level drivers of the knowledge economy Is imperative to successfully match people to jobs but largely neglected in personnel selection research Is an ultimate outcome against which both education and training must be evaluated Is a means to ensure public spending on education enhances graduates’ opportunities, fit, and accomplishment on the labor market
  • 14. A personnel selection and training platform that takes an individualized approach to the assessment and development of job knowledge of ICT Systems analysts www.ontohr.eu
  • 15. Transfer of innovation: Development of job knowledge test and training platform for nurses www.med-assess.eu
  • 16. OntoTech Extending portfolio of ICT Job Knowledge Tests for purposes of curriculum diagnostics and development
  • 17. UvAInform Learning analytics is “the measurement, collection, analysis, and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs” (SOLAR 2012). Internal UvA project aimed at the pan-university development of an educational data informed goal setting interface.
  • 18.
  • 19.
  • 20. • GITP • Randstad Holding • ECORYS • Aristotle University of Thessaloniki (AUT) • Central European Labour Studies Institute (CELSI) • Corvinus University of Budapest (CUB) • Ericsson • European Distance and E-Learning Network (EDEN) • European Foundation for the Improvement of Living and Working Conditions (EUROFOUND) • Labour Asociados • Netpositive • University of Alicante (UAL) • Wageindicator
  • 21. Development of Job Knowledge Tests: Implications • Focus on idiosyncratic job knowledge requirements • Requires use of inductive, interpretive research methods or BIG data • Implications for status and acceptance of such research within the personnel psychology community