Information Literacy Skills Assessment in Digital Crisis Management Training for the Safety Domain: Developing an Unobtrusive Method

This study aims to develop an unobtrusive assessment method for information literacy in the context of crisis management decision making in a digital serious game. The goal is to only employ in-game indicators to assess the players’ skill level on different facets of information literacy. In crisis management decision making it is crucial to combine an intuitive approach to decision making, build up by experience, with an analytical approach to decision making, taking into account contextual information about the crisis situation. Situations like these have to be trained frequently, for example by using serious games. Adaptivity can improve the effectiveness and efficiency of serious games. Unobtrusive assessment can enable game developers to make the game adapt to the players current skill level without breaking the flow of gameplay. Participants played a gameplay scenario in the Dilemma Game. Additionally, participants completed a questionnaire that was used as a validation measure for the in-game information literacy assessment. Using latent profile analyses, unobtrusive assessment models could be identified, most of which correlate significantly to the validation measure scores. Although inconsistencies in correlations between the information literacy standards, which call for broader testing of the identified unobtrusive assessment models, have been observed, the results display a good starting point for an unobtrusive assessment method and a first step in the development of an adaptive serious game for information literacy in crisis management decision making.

[1]  Rhona Flin,et al.  Training Decision Makers – Tactical Decision Games , 2000 .

[2]  Daniel L. Oberski,et al.  Mixture Models: Latent Profile and Latent Class Analysis , 2016 .

[3]  V. Shute SteAlth ASSeSSment in computer-BASed GAmeS to Support leArninG , 2011 .

[4]  James M. Boyle,et al.  A systematic literature review of empirical evidence on computer games and serious games , 2012, Comput. Educ..

[5]  Micah Hrehovcsik,et al.  Gaming for Policy Makers: It's Serious! , 2013, GALA.

[6]  Mihaela Cocea,et al.  Eliciting Motivation Knowledge from Log Files Towards Motivation Diagnosis for Adaptive Systems , 2007, User Modeling.

[7]  Herre van Oostendorp,et al.  A meta-analytic review of the role of instructional support in game-based learning , 2013, Comput. Educ..

[8]  Janet A. Sniezek,et al.  Advanced training for crisis decision making: simulation, critiquing, and immersive interfaces , 2001, Proceedings of the 34th Annual Hawaii International Conference on System Sciences.

[9]  P. Sloper,et al.  The inclusion of pupils with a chronic health condition in mainstream school: what does it mean for teachers? , 2000 .

[10]  Ellen B. Mandinach,et al.  What does it mean for teachers to be data literate: Laying out the skills, knowledge, and dispositions , 2016 .

[11]  Yoon Jeon Kim,et al.  Formative and Stealth Assessment , 2014 .

[12]  Eric Buiel,et al.  Serious gaming for complex decision making: training approaches , 2014 .

[13]  Amedeo Cesta,et al.  Training for crisis decision making - An approach based on plan adaptation , 2014, Knowl. Based Syst..

[14]  Abdulmotaleb El-Saddik,et al.  Serious games , 2011, ACM Multimedia.

[15]  Murat Erisoglu,et al.  An Approach for Determining the Number of Clusters in a Model-Based Cluster Analysis , 2017, Entropy.

[16]  Rafael Bidarra,et al.  In Press: Ieee Transactions on Computational Intelligence and Ai in Games Adaptivity Challenges in Games and Simulations: a Survey , 2022 .

[17]  K. Schildkamp,et al.  Data literacy: What do educators learn and struggle with during a data use intervention? , 2018 .

[18]  Baruch Fischhoff,et al.  The Training of Decision Makers. , 1978 .

[19]  Ilana Stonebraker Toward informed leadership: Teaching students to make better decisions using information , 2016 .

[20]  Joshua M. Rosenberg,et al.  tidyLPA: An R Package to Easily Carry Out Latent Profile Analysis (LPA) Using Open-Source or Commercial Software , 2018, J. Open Source Softw..

[21]  Samuel Greiff,et al.  Measuring problem solving skills via stealth assessment in an engaging video game , 2016, Comput. Hum. Behav..

[22]  R Flin,et al.  Training for emergency management: tactical decision games. , 2001, Journal of hazardous materials.

[23]  Maura A. Smale,et al.  Learning Through Quests and Contests: Games in Information Literacy Instruction , 2011 .

[24]  K. Shadan,et al.  Available online: , 2012 .

[25]  Riccardo Berta,et al.  Assessment in and of Serious Games: An Overview , 2013, Adv. Hum. Comput. Interact..

[26]  Mica R. Endsley,et al.  Theoretical Underpinnings of Situation Awareness, A Critical Review , 2000 .

[27]  Bernard P. Veldkamp,et al.  Determining the effect of stress on analytical skills performance in digital decision games towards an unobtrusive measure of experienced stress in gameplay scenarios , 2019, Comput. Hum. Behav..