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Calculating the effort required to complete a task has always been somewhat difficult, as it depends on each person and becomes very subjective. For this reason, different methodologies were developed to try to standardize these procedures.…

Human-Computer Interaction · Computer Science 2024-11-04 Aida Vidal-Balea , Paula Fraga-Lamas , Tiago M. Fernandez-Carames

The NASA task load index (short: NASA-TLX) is a common metric to evaluate the workload of a user in a visualization study. Yet, it is rarely performed as initially intended, as the sources-of-workload evaluation is often omitted for various…

Human-Computer Interaction · Computer Science 2025-09-30 Daniel Pahr , Sara Di Bartolomeo

The introduction of automated vehicles has redefined the level of interaction between the driver and the vehicle, introducing new tasks and so impose different workloads. Existing tools such as NASA-TLX and DALI are still used to assess…

Human-Computer Interaction · Computer Science 2025-03-27 Saeedeh Mosaferchi , Alireza Mortezapour , Magnus Liebherr , Francesco Villecco , Alessandro Naddeo

Lower-limb exosuits are particularly relevant for individuals with some degree of mobility impairment, such as post-stroke patients or older adults with reduced movement capabilities. This study aims to investigate the mental workload (MWL)…

Signal Processing · Electrical Eng. & Systems 2025-11-17 Giulia Mariani , Chiara Lambranzi , Nicholas Cartocci , Giacinto Barresi , Christian Di Natali , Elena De Momi , Jesus Ortiz

Background: The increasing adoption of AI assistants in programming has led to numerous studies exploring their benefits. While developers consistently report significant productivity gains from these tools, empirical measurements often…

Human-Computer Interaction · Computer Science 2025-01-07 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Context: Search-based software testing promises to provide users with the ability to generate high-quality test cases, and hence increase product quality, with a minimal increase in the time and effort required. One result that emerged out…

Software Engineering · Computer Science 2015-12-16 Bogdan Marculescu , Simon Poulding , Robert Feldt , Kai Petersen , Richard Torkar

This study aimed to explore how novices and experts differ in performing complex psychomotor tasks guided by augmented reality (AR), focusing on decision-making and technical proficiency. Participants were divided into novice and expert…

Human-Computer Interaction · Computer Science 2024-09-19 Steven Yoo , Casper Harteveld , Nicholas Wilson , Kemi Jona , Mohsen Moghaddam

The search task and the system both affect the demand on cognitive resources during information search. In some situations, the demands may become too high for a person. This article has a three-fold goal. First, it presents and critiques…

Human-Computer Interaction · Computer Science 2010-05-18 Jacek Gwizdka

Web applications, accessible via web browsers over the Internet, facilitate complex functionalities without local software installation. In the context of web applications, a workload refers to the number of user requests sent by users or…

Software Engineering · Computer Science 2024-09-20 Roozbeh Aghili , Qiaolin Qin , Heng Li , Foutse Khomh

Assessing cognitive load on web search is useful for characterizing search system features and search tasks with respect to their demands on the searcher's mental effort. It is also helpful for examining how individual differences among…

Human-Computer Interaction · Computer Science 2010-01-12 Jacek Gwizdka

Manipulating MW in driving simulator studies without the need to introduce a non-driving-related task remains challenging. This study aims to empirically evaluate the modified speed regulation n-back task, a tool to manipulate drivers' MW.…

Human-Computer Interaction · Computer Science 2024-05-29 Nikol Figalová , Jürgen Pichen , Vanchha Chandrayan , Olga Pollatos , Lewis Chuang , Martin Baumann

In this study, we investigated gaze-based interaction methods within a virtual reality game with a visual search task with 52 participants. We compared four different interaction techniques: Selection by dwell time or confirmation of…

Human-Computer Interaction · Computer Science 2025-04-17 Björn Rene Severitt , Yannick Sauer , Alexander Neugebauer , Rajat Agarwala , Nora Castner , Siegfried Wahl

When users are looking for information on the Web, they show different behavior for different task types, e.g., for fact finding vs. information gathering tasks. For example, related work in this area has investigated how this behavior can…

Information Retrieval · Computer Science 2018-08-22 Daniel Hienert , Matthew Mitsui , Philipp Mayr , Chirag Shah , Nicholas J. Belkin

The cognitive load can be used to assess if someone is struggling while performing a task. It can be used in many different situations such as in driving, piloting, studying, playing, working, etc. This information can help to design better…

Graphics · Computer Science 2022-01-19 Olivier Augereau , Gabriel Brocheton , Pedro Paulo Do Prado Neto

Aiming to help people conduct online research tasks, much research has gone into tools for searching for, collecting, organizing, and synthesizing online information. However, outside of the lab, in-the-wild sensemaking sessions (with data…

Human-Computer Interaction · Computer Science 2024-11-12 Andrew Kuznetsov , Michael Xieyang Liu , Aniket Kittur

We describe a method of estimating a user's time-on-task in an online learning environment. The method is agnostic of the details of the user's mental activity and does not rely on any data except timestamps of user's interactions,…

Human-Computer Interaction · Computer Science 2018-05-07 Ilia Rushkin

This paper presents MOCAS, a multimodal dataset dedicated for human cognitive workload (CWL) assessment. In contrast to existing datasets based on virtual game stimuli, the data in MOCAS was collected from realistic closed-circuit…

Databases · Computer Science 2024-06-11 Wonse Jo , Ruiqi Wang , Su Sun , Revanth Krishna Senthilkumaran , Daniel Foti , Byung-Cheol Min

Providing an accurate and efficient assessment of operative difficulty is important for designing robot-assisted teleoperation interfaces that are easy and natural for human operators to use. In this paper, we aim to develop a data-driven…

Robotics · Computer Science 2021-02-09 Ziheng Wang , Cong Feng , Jie Zhang , Ann Majewicz Fey

AI-based interactive assistants are advancing human-augmenting technology, yet their effects on users' mental and physiological states remain under-explored. We address this gap by analyzing how Copilot for Microsoft Word, a LLM-based…

Human-Computer Interaction · Computer Science 2025-06-05 Matthew Russell , Aman Shah , Giles Blaney , Judith Amores , Mary Czerwinski , Robert J. K. Jacob

Critical task and cognition-based environments, such as in military and defense operations, aviation user-technology interaction evaluation on UI, understanding intuitiveness of a hardware model or software toolkit, etc. require an…

Machine Learning · Computer Science 2019-11-15 Vishal Anand , S. R. Sreeja , Debasis Samanta
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