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Activity Theory Literature Review

Greenwald-Yarnell, Megan G.; Divis, Kristin; Fleming Lindsley, Elizabeth S.; Heiden, Siobhan M.; Nyre-Yu, Megan N.; Odom, Peter W.; Pang, Michelle A.; Salmon, Madison M.; Silva, Austin R.

Complex challenges across Sandia National Laboratories? (SNL) mission areas underscore the need for systems level thinking, resulting in a better understanding of the organizational work systems and environments in which our hardware and software will be used. SNL researchers have successfully used Activity Theory (AT) as a framework to clarify work systems, informing product design, delivery, acceptance, and use. To increase familiarity with AT, a working group assembled to select key resources on the topic and generate an annotated bibliography. The resources in this bibliography are arranged in six categories: 1) An introduction to AT; 2) Advanced readings in AT; 3) AT and human computer interaction (HCI); 4) Methodological resources for practitioners; 5) Case studies; and 6) Related frameworks that have been used to study work systems. This annotated bibliography is expected to improve the reader?s understanding of AT and enable more efficient and effective application of it.

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Characterizing Human Performance: Detecting Targets at High False Alarm Rates [Slides]

Speed, Ann S.; Wheeler, Jason W.; Russell, John L.; Oppel, Fred O.; Sanchez, Danielle; Silva, Austin R.; Chavez , Anna C.

Analysts develop a “no threat” bias with high false alarms. If only shown alarms for actual attacks, may never actually see an alarm. We see this in the laboratory, but not often studied in applied environments. (TSA is an exception.) In this work, near-operational paradigms are useful, but difficult to construct well. Pilot testing is critical before engaging time-limited professionals. Experimental control is difficult to balance with operational realism. Grounding near-operational experiments in basic research paradigms has both advantages and disadvantages. Despite shortcomings in our second experiment, we now have a platform for experimental investigations into the human element of physical security systems.

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Rim-to-Rim Werables at The Canyon for Health (R2R WATCH): Physiological Cognitive and Biological Markers of Performance Decline in an Extreme Environment

Journal of Human Performance in Extreme Environments

Divis, Kristin; Abbott, Robert G.; Branda, Catherine B.; Avina, Glory E.; Femling, Jon F.; Huerta, Jose G.; Jelinkova, Lucie J.; Jennings, Jeremy K.; Pearce, Emily P.; Ries, Daniel R.; Sanchez, Danielle; Silva, Austin R.

Abstract not provided.

Practice makes imperfect: Working memory training can harm recognition memory performance

Memory and Cognition

Matzen, Laura E.; Trumbo, Michael C.; Haass, Michael J.; Hunter, Michael A.; Silva, Austin R.; Adams, Susan S.; Bunting, Michael F.; O’Rourke, Polly

There is a great deal of debate concerning the benefits of working memory (WM) training and whether that training can transfer to other tasks. Although a consistent finding is that WM training programs elicit a short-term near-transfer effect (i.e., improvement in WM skills), results are inconsistent when considering persistence of such improvement and far transfer effects. In this study, we compared three groups of participants: a group that received WM training, a group that received training on how to use a mental imagery memory strategy, and a control group that received no training. Although the WM training group improved on the trained task, their posttraining performance on nontrained WM tasks did not differ from that of the other two groups. In addition, although the imagery training group’s performance on a recognition memory task increased after training, the WM training group’s performance on the task decreased after training. Participants’ descriptions of the strategies they used to remember the studied items indicated that WM training may lead people to adopt memory strategies that are less effective for other types of memory tasks. These results indicate that WM training may have unintended consequences for other types of memory performance.

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The art of research: Opportunities for a science-based approach

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Silva, Austin R.; Avina, Glory E.; Tsao, Jeffrey Y.

Research, the manufacture of knowledge, is currently practiced largely as an “art,” not a “science.” Just as science (understanding) and technology (tools) have revolutionized the manufacture of other goods and services, it is natural, perhaps inevitable, that they will ultimately also be applied to the manufacture of knowledge. In this article, we present an emerging perspective on opportunities for such application, at three different levels of the research enterprise. At the cognitive science level of the individual researcher, opportunities include: overcoming idea fixation and sloppy thinking, and balancing divergent and convergent thinking. At the social network level of the research team, opportunities include: overcoming strong links and groupthink, and optimally distributing divergent and convergent thinking between individuals and teams. At the research ecosystem level of the research institution and the larger national and international community of researchers, opportunities include: overcoming performance fixation, overcoming narrow measures of research impact, and overcoming (or harnessing) existential/social stress.

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Measuring Human Performance within Computer Security Incident Response Teams

McClain, Jonathan T.; Silva, Austin R.; Avina, Glory E.; Forsythe, James C.

Human performance has become a pertinent issue within cyber security. However, this research has been stymied by the limited availability of expert cyber security professionals. This is partly attributable to the ongoing workload faced by cyber security professionals, which is compound ed by the limited number of qualified personnel and turnover of personnel across organizations. Additionally, it is difficult to conduct research, and particularly, openly published research, due to the sensitivity inherent to cyber ope rations at most organizations. As an alternative, the current research has focused on data collection during cyber security training exercises. These events draw individuals with a range of knowledge and experience extending from seasoned professionals to recent college graduates to college students. The current paper describes research involving data collection at two separate cyber security exercises. This data collection involved multiple measures which included behavioral performance based on human - machine transactions and questionnaire - based assessments of cyber security experience.

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Factors contributing to performance for cyber security forensic analysis

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Hopkins, Shelby; Wilson, Andrew; Silva, Austin R.; Forsythe, James C.

Previously, the current authors (Hopkins et al. 2015) described research in which subjects provided a tool that facilitated their construction of a narrative account of events performed better in conducting cyber security forensic analysis. The narrative tool offered several distinct features. In the current paper, an analysis is reported that considered which features of the tool contributed to superior performance. This analysis revealed two features that accounted for a statistically significant portion of the variance in performance. The first feature provided a mechanism for subjects to identify suspected perpetrators of the crimes and their motives. The second feature involved the ability to create an annotated visuospatial diagram of clues regarding the crimes and their relationships to one another. Based on these results, guidance may be provided for the development of software tools meant to aid cyber security professionals in conducting forensic analysis.

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Facilitation of Forensic Analysis Using a Narrative Template

Procedia Manufacturing

Hopkins, Shelby; Wilson, Andrew T.; Silva, Austin R.; Forsythe, James C.

Criminal forensic analysis involves examining a collection of clues to construct a plausible account of the events associated with a crime. In this paper, a study is presented that assessed whether software tools designed to encourage construction of narrative accounts would facilitate cyber forensic analysis. Compared to a baseline condition (i.e., spreadsheet with note-taking capabilities) and a visualization condition, subjects performed best when provided tools that emphasized established components of narratives. Specifically, features that encouraged subjects to identify suspected entities, and their activities and motivations proved beneficial. It is proposed that software tools developed to facilitate cyber forensic analysis and training of cyber security professionals incorporate techniques that facilitate a narrative account of events.

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Determining the optimal time on X-ray analysis for transportation security officers

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Speed, Ann S.; Silva, Austin R.; Trumbo, Derek T.; Stracuzzi, David J.; Warrender, Christina E.; Trumbo, Michael; Divis, Kristin

The Transportation Security Administration has a large workforce of Transportation Security Officers, most of whom perform interrogation of x-ray images at the passenger checkpoint. To date, TSOs on the x-ray have been limited to a 30-min session at a time, however, it is unclear where this limit originated. The current paper outlines methods for empirically determining if that 30-min duty cycle is optimal and if there are differences between individual TSOs. This work can inform scheduling TSOs at the checkpoint and can also inform whether TSOs should continue to be cross-trained (i.e., performing all 6 checkpoint duties) or whether specialization makes more sense.

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Exploratory analysis of visual search data

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Stracuzzi, David J.; Speed, Ann S.; Silva, Austin R.; Haass, Michael J.; Trumbo, Derek T.

Visual search data describe people’s performance on the common perceptual problem of identifying target objects in a complex scene. Technological advances in areas such as eye tracking now provide researchers with a wealth of data not previously available. The goal of this work is to support researchers in analyzing this complex and multimodal data and in developing new insights into visual search techniques. We discuss several methods drawn from the statistics and machine learning literature for integrating visual search data derived from multiple sources and performing exploratory data analysis. We ground our discussion in a specific task performed by officers at the Transportation Security Administration and consider the applicability, likely issues, and possible adaptations of several candidate analysis methods.

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Results 1–25 of 39
Results 1–25 of 39