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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4193
Psychometric Assessment using Software Simulation
Darshit Shah1, Chetna Nainani2, Tejal Sonar3, Disha Surani4, Mr. Manjitsing Valvi5
1Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering,
Mumbai, Maharashtra
2Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering,
Mumbai, Maharashtra
3Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering,
Mumbai, Maharashtra
4Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering,
Mumbai, Maharashtra
5Professor, Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract -In the present working situation, theafter effects
of winning enlistment framework are regularly unacceptable,
as reflected in the incessant activity changes, unreliabilityand
generally speaking wastefulness. Through the proposed
framework, we plan to just androbotizetheprocedure with an
extra worry of psychometric tests to maintain a strategic
distance from awful contract and to guarantee that just best
fit for a specific occupation job are chosen. The Psychometric
Assessment portal conducts various testing such as abstract,
personality and numerical reasoning tests. The automated
portal identifies a smaller pool of suitable candidates who
have correct potential for the corresponding job; thus
reducing the workload, time & money ofhiringmanagerbeing
spent on unsuitable candidates. The psychometric assessment
testing would help the employers to calibrate a candidate’s
future performance and boost employee retention by making
successful hiring decisions. This helps to capture an overall
ability of an applicant's intelligence & personality traits by
using personality questionnaires. The system isanextraad-on
over the traditional interview process which measures the
education, skills & experience of the candidate but lacks to
assess the behavioral qualities and personality traits of a
candidate thus giving a superior by and large assessment of a
hopeful's qualities, shortcomings and character.
KeyWords:Recruitment,Personalitytest,Psychometric
traits, Candidates, Hiring, Organization, Jobs
1. INTRODUCTION
Human resource which is a very crucial corporate asset
determines the overall success & performance of any
organization. So having a good recruiting process to attract
right kind of people according to your business needs
becomes vital. Along with the technical knowledge, the less
obvious personality traits such as attitude, patience, anger,
positivity, beliefs, etc. are important factors that needs to be
considered before hiring people & to ensure the success of
the organization. This would help to select appropriate
candidates which best fits in a particular role & to avoid loss
caused due to bad hire. This could attained by the proposed
Psychometric assessment portal which helps various kinds
of companies to create psychometric question papers based
on different domain and aspects of the company to meets its
standard requirement and in a very secure way with no
manual work. Online psychometricassessmentsystemleads
to speed and accuracy in hiring process of deserving
candidates. Each company or organization will contain
different set of questions from the database based on their
requirement. We select which areas to focus on in a
particular topic and ensure that all parts of work domain are
covered. At the same time – as we develop the online
psychometric assessment we also create the marking
scheme that goes with it. This ensures that the overall
assessment is valid and all the candidates will be given the
marks for answers.
2. PROPOSED SYSTEM
Originally developed for the educational psychologyuse, the
Psychometric tests are been used early from 20th century.
But this was just confined to educational purpose.
Fig -1: Proposed System
These days, you‘re likely to encounter the Psychometric
assessment tests not just in education but also in
recruitment selection. Psychometric assessments provides
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4194
valuable information aboutanindividual totheorganization.
The results produced by this assessment are compared
against company’s benchmark providing the employer with
an insight of candidate’s future job performance.Notjustthe
technical & abstract skills but also the psychological
attributes of the candidates are being measured giving a
rather more precise & holistic view of candidate’s potential.
Exclusion of psychometric assessments wouldfail toprovide
same level of insight into the potential of candidates.
3. FEATURES
3.1 Apply for Job
The system shall provide job optionchoicesforall thevacant
position that candidates can apply for. The step-by-step
wizard stating the company’s criteria is to be documented.
The framework will enable possibility to enter the essential
data regarding their name, address, specifications, etc. &
upload their curriculum vitae, based upon which the system
calculates grading to make the first screening. The highlight
to check candidate's data or status is additionally given.
3.2 Selecting Candidate
The dynamic screening framework permitspreciseconstant
examination of what number of candidates ought to be
chosen dependent on the empty or required number of
candidates. The system ranks the candidate based on
required skill set of the company.
3.3 Retrieve Short-listed Students
The system shall use some mathematical logic to shortlist
the candidate’s evaluation against the company’s
requirement criteria. The system shall display only the
shortlisted applicants.
3.4 View Final Ranking
The system shall add results depending upon the rank
applicants in an ordered fashion. The system shall provide
in-depth information of individual applicant whenever
needed.
4. OUTCOME BASED EDUCATION
4.1 Components
4.1.1 Candidate Module
Students register themselves to be part of recruitment
process. And the module contains test series as follows:
1.Aptitude Test
 Numeric Module: evaluates quantitative analysis
based on arithmetic and mathematics
 Verbal Module: Tests communication analogies
including grammar and spelling check.
 Abstract Module/Logical Module: tests logical and
intellectual capabilities
2.Psychometric Test
 105 questionnaire: Measures mental capabilities,
behavioral styles & other psychometric traits such as
openness, extroversion, introversion, confidence,
honesty, etc.
 Graphical test: Contains Pictorial questions withnoto
little text and numbers meant to measure the
analytical skills from a given sequence of diagrams &
flowchart.
4.1.2 Company Module
Companies register themselves & sets list of recruitment
criteria. Can send mail to Selected Students.
4.1.3 Admin Module
It allows admin to add, delete, and modify company &
student details.
4.2 Implemented System Model
4.2.1 System Architecture
The system architecture comprises of 3 main primary
components namely Candidate, Company & admin modules.
Fig -2: System Architecture
 Candidate Module
The candidates willing to seek job undergoes the
registration process to become a part of the placement
activity. Registering as a new user of the system, would
avail the candidates with login credentials which could be
used to enter the system as a authentication mechanism.
This ensures only valid and authenticated users are
permitted and security is maintained.Thismodulecontains
a test series which basically caters broadly into aptitude
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4195
and psychometric tests. The aptitude test is classified into
verbal, logical & numeric evaluation & the psychometric
test contains 105 set of questions & a graphical test to
measure the personality traits of the candidatesagainstthe
required skills mentioned by the company for a particular
job role. If the candidate clears the aptitude test then he is
further eligible for psychometric test.
 Company Module
To hire the employee, the company will register
themselves. The company will specify the desired set of
skills needed for a particular job role.Forexample,ifthejob
role is of sales manager then the skill-set required for that
job would be extroversion, good communication, Bold &
openness. Similarly, the leader job role demands the skill-
set of cooperation, motivational, impartial-ism&soon.The
results of candidates collected from the psychometric test
are checked against the required skills specified & the
candidates who best matches the requisitions are send an
acknowledgement via email & are being hired.
 Admin Module
The admin could access all the element in the system. He
can add, delete or alter the candidates in the system and
can also manage the employers having certain set of rules
or requirements.
4.2.2 Database
The entire data is stored in the system in different
repositories. During the process of generating the
psychometric test for candidates the data from these
different repositories is fetched and processed resulting in
the generation of attainment data. The Database used is MS
Access.
4.2.3 System Working
The working of this system is explained in the fig-3.
Basically, the student can register themselves and then can
login into their accountwheretheyselectcompanyforwhich
they are applying then they havetofirstattempttheaptitude
test and if they clear the aptitude then only they are allowed
to attempt the psychometric test of verbal (105 questions)-
graphical descriptive and graphical logical. Student cannot
view their results they will be informed by the company
itself if they passed the selection criteria. The admin canadd
or delete the company. Company can registerthemselves via
admin module and then can loin via company module. After
company’s successful login the company will havetogive the
selection criteria. The selection criteria forstudentsincludes
five personality factors which company will decide and cut-
off for two graphical tests. The list of students who passed
the criteria are shown to the company. Company can send
mail to the students selected.
Fig -3: System Working
4.3 Functionalities Provided
Shows description of required candidates in each domain.
Has well defined set of required questions for every work
domain. Editing, adding and updating of questions becomes
easy through this portal. Gives a secure and efficient
platform for a psychometric assessment work.
4.4 Result and Discussion
Sample: A group of participants underwent personality test
series to check the probability of cheating in a dice-rolling
game to win the cash reward. Theassessmentisdoneinsuch
a way that it marks the level of personality traits that the
candidate have. Each personality factor is taken into
consideration and its corresponding level of the probability
that the candidate possess. A total of 16 personality factors
are judged and also one additional factor is added which is
used to judge the honesty level of the candidate i.e. it can
figure out if the candidate has attempted a fake test or is
genuinely appearing for test. The candidates who suits the
required personality that the company demands will be
shortlisted. The company can check the list of suitable
students in just one click. The company can also send a mail
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4196
regarding the successful completion of their psychometric
assessment and call them for further interview process.
Fig -4: Results Rating
5. CONCLUSIONS
Recruitment activity is a very essential to select candidates
for appropriate job. Offline processjusthelpscompanies and
organization to test the technical knowledge of candidates.
Where else this psychometric assessment portal wouldhelp
them to conduct a test which would help them to know the
candidates mental ability, behavior and personality of an
individual. The candidatesarefurtherasked questionsbased
on cases and scenario to know their level of understanding
and problem solving skills.
6. FUTURE SCOPE
In future we can even add on online trackingofcandidates to
make sure that the candidates are not copying by anysource
or taking help from third party. This will make use of image
processing technique to capture the facial recognition and
audio recognition of the candidate. The live tracking feature
will even check that the candidate applying for the testisthe
same person who has applied for job. This additional feature
would require candidate to use a laptop or some other
desktop machine with a working camera and a working
microphone to record the video.
REFERENCES
[1] Alessandro Vinciarelli, Gelareh Mohammadi, "A Survey
On Personality Computing", IEEE Transactions On
Affective Computing 2013. 01-Ellis-45685:01-Ellis-
45685 Chapter 1: The Study Of Personalities.
[2] Information Technology-Process Assessment-Part 2:
Performing an Assessment. Technical report,
Geneva:International Organization for Standarization,
2004.
[3] J.A. Calvo-Manzano, G. Cuevas, T. San-Feliu, A. De-
Amescua, M.M. Arcilla, J.A. Cerrada, "Lessons Learnedin
Software Process Improvement", The European Journal
for the Informatics Professional, vol. IV, no. 4, pp. 26-29,
2003.
[4] J.T. Behrens, T.A. Collison, and S.F. DeMark, "The Seven
Cs of comprehensive assessment: Lessons learned from
40 million classroom exams in the Cisco Networking
Academy Program," Online Assessment and
Measurement: Case Studies in Higher Education, K-12
and Corporate., Hershey, PA.: Information Science
Publishing, 2005, pp. 229-245.
[5] R.J. Mislevy, "Evidence and Inference in Educational
Assessment," Psychometrika,vol.59,1994,pp.439-483.
[6] John D. Mayer, "Asserting the Definition of Personality"
in The Online Newsletter for PersonalityScience,Spring,
no. 1, 2007.
[7] Murray R. Barrick, Michael K. Mount, "Yes Personality
Matters: Moving on to More ImportantMatters",Human
Performance, vol. 18, no. 4, pp. 359-372.
[8] Daniel J. Ozer, Ver'onica Benet-Martínez, "Personality
And The Prediction Of Consequential Outcomes",
Annu.Rev.Psychol.2006, vol. 57, pp. 8.1-8.21.

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IRJET- Psychometric Assessment using Software Simulation

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4193 Psychometric Assessment using Software Simulation Darshit Shah1, Chetna Nainani2, Tejal Sonar3, Disha Surani4, Mr. Manjitsing Valvi5 1Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra 2Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra 3Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra 4Student, LY-B. Tech (I.T.), Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra 5Professor, Dept. of Information Technology, K. J. Somaiya College of Engineering, Mumbai, Maharashtra ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract -In the present working situation, theafter effects of winning enlistment framework are regularly unacceptable, as reflected in the incessant activity changes, unreliabilityand generally speaking wastefulness. Through the proposed framework, we plan to just androbotizetheprocedure with an extra worry of psychometric tests to maintain a strategic distance from awful contract and to guarantee that just best fit for a specific occupation job are chosen. The Psychometric Assessment portal conducts various testing such as abstract, personality and numerical reasoning tests. The automated portal identifies a smaller pool of suitable candidates who have correct potential for the corresponding job; thus reducing the workload, time & money ofhiringmanagerbeing spent on unsuitable candidates. The psychometric assessment testing would help the employers to calibrate a candidate’s future performance and boost employee retention by making successful hiring decisions. This helps to capture an overall ability of an applicant's intelligence & personality traits by using personality questionnaires. The system isanextraad-on over the traditional interview process which measures the education, skills & experience of the candidate but lacks to assess the behavioral qualities and personality traits of a candidate thus giving a superior by and large assessment of a hopeful's qualities, shortcomings and character. KeyWords:Recruitment,Personalitytest,Psychometric traits, Candidates, Hiring, Organization, Jobs 1. INTRODUCTION Human resource which is a very crucial corporate asset determines the overall success & performance of any organization. So having a good recruiting process to attract right kind of people according to your business needs becomes vital. Along with the technical knowledge, the less obvious personality traits such as attitude, patience, anger, positivity, beliefs, etc. are important factors that needs to be considered before hiring people & to ensure the success of the organization. This would help to select appropriate candidates which best fits in a particular role & to avoid loss caused due to bad hire. This could attained by the proposed Psychometric assessment portal which helps various kinds of companies to create psychometric question papers based on different domain and aspects of the company to meets its standard requirement and in a very secure way with no manual work. Online psychometricassessmentsystemleads to speed and accuracy in hiring process of deserving candidates. Each company or organization will contain different set of questions from the database based on their requirement. We select which areas to focus on in a particular topic and ensure that all parts of work domain are covered. At the same time – as we develop the online psychometric assessment we also create the marking scheme that goes with it. This ensures that the overall assessment is valid and all the candidates will be given the marks for answers. 2. PROPOSED SYSTEM Originally developed for the educational psychologyuse, the Psychometric tests are been used early from 20th century. But this was just confined to educational purpose. Fig -1: Proposed System These days, you‘re likely to encounter the Psychometric assessment tests not just in education but also in recruitment selection. Psychometric assessments provides
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4194 valuable information aboutanindividual totheorganization. The results produced by this assessment are compared against company’s benchmark providing the employer with an insight of candidate’s future job performance.Notjustthe technical & abstract skills but also the psychological attributes of the candidates are being measured giving a rather more precise & holistic view of candidate’s potential. Exclusion of psychometric assessments wouldfail toprovide same level of insight into the potential of candidates. 3. FEATURES 3.1 Apply for Job The system shall provide job optionchoicesforall thevacant position that candidates can apply for. The step-by-step wizard stating the company’s criteria is to be documented. The framework will enable possibility to enter the essential data regarding their name, address, specifications, etc. & upload their curriculum vitae, based upon which the system calculates grading to make the first screening. The highlight to check candidate's data or status is additionally given. 3.2 Selecting Candidate The dynamic screening framework permitspreciseconstant examination of what number of candidates ought to be chosen dependent on the empty or required number of candidates. The system ranks the candidate based on required skill set of the company. 3.3 Retrieve Short-listed Students The system shall use some mathematical logic to shortlist the candidate’s evaluation against the company’s requirement criteria. The system shall display only the shortlisted applicants. 3.4 View Final Ranking The system shall add results depending upon the rank applicants in an ordered fashion. The system shall provide in-depth information of individual applicant whenever needed. 4. OUTCOME BASED EDUCATION 4.1 Components 4.1.1 Candidate Module Students register themselves to be part of recruitment process. And the module contains test series as follows: 1.Aptitude Test  Numeric Module: evaluates quantitative analysis based on arithmetic and mathematics  Verbal Module: Tests communication analogies including grammar and spelling check.  Abstract Module/Logical Module: tests logical and intellectual capabilities 2.Psychometric Test  105 questionnaire: Measures mental capabilities, behavioral styles & other psychometric traits such as openness, extroversion, introversion, confidence, honesty, etc.  Graphical test: Contains Pictorial questions withnoto little text and numbers meant to measure the analytical skills from a given sequence of diagrams & flowchart. 4.1.2 Company Module Companies register themselves & sets list of recruitment criteria. Can send mail to Selected Students. 4.1.3 Admin Module It allows admin to add, delete, and modify company & student details. 4.2 Implemented System Model 4.2.1 System Architecture The system architecture comprises of 3 main primary components namely Candidate, Company & admin modules. Fig -2: System Architecture  Candidate Module The candidates willing to seek job undergoes the registration process to become a part of the placement activity. Registering as a new user of the system, would avail the candidates with login credentials which could be used to enter the system as a authentication mechanism. This ensures only valid and authenticated users are permitted and security is maintained.Thismodulecontains a test series which basically caters broadly into aptitude
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4195 and psychometric tests. The aptitude test is classified into verbal, logical & numeric evaluation & the psychometric test contains 105 set of questions & a graphical test to measure the personality traits of the candidatesagainstthe required skills mentioned by the company for a particular job role. If the candidate clears the aptitude test then he is further eligible for psychometric test.  Company Module To hire the employee, the company will register themselves. The company will specify the desired set of skills needed for a particular job role.Forexample,ifthejob role is of sales manager then the skill-set required for that job would be extroversion, good communication, Bold & openness. Similarly, the leader job role demands the skill- set of cooperation, motivational, impartial-ism&soon.The results of candidates collected from the psychometric test are checked against the required skills specified & the candidates who best matches the requisitions are send an acknowledgement via email & are being hired.  Admin Module The admin could access all the element in the system. He can add, delete or alter the candidates in the system and can also manage the employers having certain set of rules or requirements. 4.2.2 Database The entire data is stored in the system in different repositories. During the process of generating the psychometric test for candidates the data from these different repositories is fetched and processed resulting in the generation of attainment data. The Database used is MS Access. 4.2.3 System Working The working of this system is explained in the fig-3. Basically, the student can register themselves and then can login into their accountwheretheyselectcompanyforwhich they are applying then they havetofirstattempttheaptitude test and if they clear the aptitude then only they are allowed to attempt the psychometric test of verbal (105 questions)- graphical descriptive and graphical logical. Student cannot view their results they will be informed by the company itself if they passed the selection criteria. The admin canadd or delete the company. Company can registerthemselves via admin module and then can loin via company module. After company’s successful login the company will havetogive the selection criteria. The selection criteria forstudentsincludes five personality factors which company will decide and cut- off for two graphical tests. The list of students who passed the criteria are shown to the company. Company can send mail to the students selected. Fig -3: System Working 4.3 Functionalities Provided Shows description of required candidates in each domain. Has well defined set of required questions for every work domain. Editing, adding and updating of questions becomes easy through this portal. Gives a secure and efficient platform for a psychometric assessment work. 4.4 Result and Discussion Sample: A group of participants underwent personality test series to check the probability of cheating in a dice-rolling game to win the cash reward. Theassessmentisdoneinsuch a way that it marks the level of personality traits that the candidate have. Each personality factor is taken into consideration and its corresponding level of the probability that the candidate possess. A total of 16 personality factors are judged and also one additional factor is added which is used to judge the honesty level of the candidate i.e. it can figure out if the candidate has attempted a fake test or is genuinely appearing for test. The candidates who suits the required personality that the company demands will be shortlisted. The company can check the list of suitable students in just one click. The company can also send a mail
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4196 regarding the successful completion of their psychometric assessment and call them for further interview process. Fig -4: Results Rating 5. CONCLUSIONS Recruitment activity is a very essential to select candidates for appropriate job. Offline processjusthelpscompanies and organization to test the technical knowledge of candidates. Where else this psychometric assessment portal wouldhelp them to conduct a test which would help them to know the candidates mental ability, behavior and personality of an individual. The candidatesarefurtherasked questionsbased on cases and scenario to know their level of understanding and problem solving skills. 6. FUTURE SCOPE In future we can even add on online trackingofcandidates to make sure that the candidates are not copying by anysource or taking help from third party. This will make use of image processing technique to capture the facial recognition and audio recognition of the candidate. The live tracking feature will even check that the candidate applying for the testisthe same person who has applied for job. This additional feature would require candidate to use a laptop or some other desktop machine with a working camera and a working microphone to record the video. REFERENCES [1] Alessandro Vinciarelli, Gelareh Mohammadi, "A Survey On Personality Computing", IEEE Transactions On Affective Computing 2013. 01-Ellis-45685:01-Ellis- 45685 Chapter 1: The Study Of Personalities. [2] Information Technology-Process Assessment-Part 2: Performing an Assessment. Technical report, Geneva:International Organization for Standarization, 2004. [3] J.A. Calvo-Manzano, G. Cuevas, T. San-Feliu, A. De- Amescua, M.M. Arcilla, J.A. Cerrada, "Lessons Learnedin Software Process Improvement", The European Journal for the Informatics Professional, vol. IV, no. 4, pp. 26-29, 2003. [4] J.T. Behrens, T.A. Collison, and S.F. DeMark, "The Seven Cs of comprehensive assessment: Lessons learned from 40 million classroom exams in the Cisco Networking Academy Program," Online Assessment and Measurement: Case Studies in Higher Education, K-12 and Corporate., Hershey, PA.: Information Science Publishing, 2005, pp. 229-245. [5] R.J. Mislevy, "Evidence and Inference in Educational Assessment," Psychometrika,vol.59,1994,pp.439-483. [6] John D. Mayer, "Asserting the Definition of Personality" in The Online Newsletter for PersonalityScience,Spring, no. 1, 2007. [7] Murray R. Barrick, Michael K. Mount, "Yes Personality Matters: Moving on to More ImportantMatters",Human Performance, vol. 18, no. 4, pp. 359-372. [8] Daniel J. Ozer, Ver'onica Benet-Martínez, "Personality And The Prediction Of Consequential Outcomes", Annu.Rev.Psychol.2006, vol. 57, pp. 8.1-8.21.