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Cambridge Humanae

“Psychometric Monitoring in the : Importance and Difficulty”

Nicholas H. Kirk, MSc MPhil Andrea Stefani, MSc

Sarajevo, Bosnia - 8.05.19 International Applied Military Symposium 2019 © all rights reserved

Cambridge Humanae

Previously at

IAMPS/IMTA Nicholas Kirk and Karmela Arbanasic. PERSONA: a Psychometric Monitoring Instrument for High-stress Individuals. IAMPS, Bucharest, Romania, 2018.

Nicholas Kirk and Karmela Arbanasic. Reducing Nicholas Kirk Andrea Stefani inoperative days of soldiers under stress: A novel Managing Director Psychology approach. IMTA, Bern, Switzerland, 2017. MPhil major Artificial Intelligence MSc major (University of Exeter) (University of Padova) Karmela Arbanasic and Nicholas Kirk. Understanding MSc major Artificial Intelligence resilience by relating stimuli optimality to schema (Technical University of Munich) constructs. IMTA, Bern, Switzerland, 2017.

2019 © All rights reserved Presentation focus

• Importance of monitoring: raison d'être, difference from recruitment, difficulty

• The standard resilience concept: limits of mathematical measurement, important macro components, its relation to monitoring

• Road to resilience monitoring: of ground requirements

… And to Antifragility: “don’t resist shocks, but benefit from them”

2019 © All rights reserved Monitoring, a possible definition

“The systematic evaluation, at given time intervals, of qualitative variations of psychometric traits”

2019 © All rights reserved Monitoring, state-of-the-art assumptions

• Objective: strength as a collective, implying resilience of the entire human capability development in the military • Recruitment instruments evaluate resilience traits & facets, but are not followed up at regular intervals in a systematic and objective way

What are the assumptions of this thinking? • Resilience is a static trait of individuals • Monitoring is considered better when performed by humans • Psychometric science of dynamic traits is (for now) too

2019 © All rights reserved Resilience, a possible partonomy

Let’s not add yet another definition of resilience, but let us define an important categorization:

“Complete resilience is the ability to adapt to enduring circumstances and acute instances of adversity”

2019 © All rights reserved … enduring circumstances and acute instances ...

Cumulative Traits Non-linear traits

• Yields predictable behavioural • Unpredictable behavioural responses, responses only visible during the instant itself • Can be approximated with (concept studied in military Gaussian models human factor studies)

• Cannot be expressed with linear models/Gaussian models

• Lack of labelling data for predictive validity modelling (asymmetric dataset)

2019 © All rights reserved … enduring circumstances and acute instances ...

Cumulative Traits Non-linear traits

• Yields predictable behavioural • Unpredictable behavioural responses, responses only visible during the instant itself • Can be approximated with (concept studied in military Gaussian models human factor studies)

• Cannot be expressed with linear Example pathology: models/Gaussian models Burnout as direct effect of cumulative stress • Lack of labelling data for predictive (Potter et al., 2010) validity modelling (asymmetric dataset) Problem

• Monitoring of cumulative traits is intrinsically different from recruitment in both process and psychometric terms

Dynamic trait premise: characteristics of the individual change over time • Currently performed by in-house and not via instruments, which reduces standardization and objectivity • Ad-hoc monitoring instruments cannot be validated with standard measures as test-retest reliability

Different Expected Utility model • Recruitment utility of instruments is clear: getting recruited • Monitoring utility is non-existent if not related to benefits of promotion/paid leave

2019 © All rights reserved Monitoring use case: Italian armed forces

ADMONITOR-18 3 Sample size Paper administrations every 3 weeks N=16 soldiers, 3 samplings (48 data points) 2

Deployed on public safety Military contact tasks at a regional level Single-point-of-contact, with 1 decision making power, who administered the tests

2019 © All rights reserved Monitoring use case: Normality testing

Sampling 1 Sampling 2 Sampling 3

Shapiro-Wilk Shapiro-Wilk Shapiro-Wilk Item Item Item Statistica df Sig. Statistica df Sig. Statistica df Sig.

F2.II.S ,921 16 ,175 F2.CE ,889 16 ,054

F2.IN ,931 16 ,256 F3.RI ,913 16 ,130

F2.IN.S ,931 16 ,253 F3.AD.2 ,901 16 ,082

F2.CI ,892 16 ,060 FP.PA ,902 16 ,086 F2.CE.S ,901 16 ,084

F3.MI ,898 16 ,074 F3.AD.1 ,912 16 ,127 In essence: the number of items passing F3.DR.1 ,947 16 ,449 normality testing reduced at each sampling

F3.DR.2 ,921 16 ,176 2019 © All rights reserved Monitoring use case: Response distribution

SAMPLING 1 SAMPLING 2 SAMPLING 3

N=16 N=16 N=16

2019 © All rights reserved Lesson learnt: Main research question

How to devise a military psychometric self-reporting instrument for monitoring, which:

• Measures qualitative variations of cumulative variables • Has expected utility for the candidate • Has predictive validity with known burnout scales / stress measures • Which assists CBT treatment status evaluation • Exhibits reliability over time in terms of lack of variability degradation …

2019 © All rights reserved Main research question

… And above all, acts as criteria for the creation of next generation training measures to enable antifragility, intended as the ability to benefit from adverse, variable and unforeseen circumstances (Taleb, 2012), rather than be harmed by it, or simply be resilient to it.

Monitoring is necessary to bring resilience analysis to antifragility analysis.

Currently looking for international collaborations on this line of research. [email protected]

2019 © All rights reserved

Potter, P., Deshields, T., Divanbeigi, J., Berger, J., Cipriano, D., Norris, L., & Olsen, S. (2010). Compassion Fatigue and Burnout. Clinical journal of oncology nursing, 14(5).

Kirk, N. H., & Arbanasić, K. (2018). PERSONA: a Psychometric Monitoring Instrument for High-stress Individuals. International Applied Military Psychology Symposium, Bucharest, Romania, 2018

Kirk, N. H., & Arbanasić, K. (2017). Reducing inoperative days of soldiers under stress: A novel approach. Annual Conference of the International Military Testing Association, Bern, Switzerland, 2017

Arbanasić, K. & Kirk N.H. (2017). Understanding resilience by relating stimuli optimality to schema constructs. Annual Conference of the International Military Testing Association, Bern, Switzerland, 2017

Taleb, N. N. (2012). Antifragile: Things that gain from disorder(Vol. 3). Random House Incorporated.