Academic literature on the topic 'Dashboards'

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Journal articles on the topic "Dashboards"

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Jiang, Liuyue, Nguyen Khoi Tran, and Muhammad Ali Babar. "Mod2Dash: A Framework for Model-Driven Dashboards Generation." Proceedings of the ACM on Human-Computer Interaction 6, EICS (2022): 1–28. http://dx.doi.org/10.1145/3534526.

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The construction of an interactive dashboard involves deciding on what information to present and how to display it and implementing those design decisions to create an operational dashboard. Traditionally, a dashboard's design is implied in the deployed dashboard rather captured explicitly as a digital artifact, preventing it from being backed up, version-controlled, and shared. Moreover, practitioners have to implement this implicit design manually by coding or configuring it on a dashboard platform. This paper proposes Mod2Dash, a software framework that enables practitioners to capture the
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Vázquez-Ingelmo, Andrea, Francisco José García-Peñalvo, Roberto Therón, and Miguel Ángel Conde. "Representing Data Visualization Goals and Tasks through Meta-Modeling to Tailor Information Dashboards." Applied Sciences 10, no. 7 (2020): 2306. http://dx.doi.org/10.3390/app10072306.

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Information dashboards are everywhere. They support knowledge discovery in a huge variety of contexts and domains. Although powerful, these tools can be complex, not only for the end-users but also for developers and designers. Information dashboards encode complex datasets into different visual marks to ease knowledge discovery. Choosing a wrong design could compromise the entire dashboard’s effectiveness, selecting the appropriate encoding or configuration for each potential context, user, or data domain is a crucial task. For these reasons, there is a necessity to automatize the recommendat
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Opiyo, Stephen Obol, Racheal Nalunkuma, Stella Maris Nanyonga, Nathan Mugenyi, and Andrew Marvin Kanyike. "Empowering Global AMR Research Community: Interactive GIS dashboards for AMR data analysis and informed decision-making." Wellcome Open Research 9 (January 14, 2025): 234. https://doi.org/10.12688/wellcomeopenres.21010.3.

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Background Antimicrobial Resistance (AMR) poses a global public health challenge, necessitating advanced tools to support data analysis, and visualization. This study introduces interactive Geographic Information System (GIS) dashboards as innovative platforms for AMR data analysis and visualization, offering comprehensive insights into resistance patterns, and geographic distribution across multiple countries, with a specific focus on Africa. Methods Three GIS dashboards were developed to address key objectives. The first integrates over 860,000 ATLAS data points from 83 countries, providing
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Wang, Han, Tao Huang, Yuan Zhao, and Shengze Hu. "The Impact of Dashboard Feedback Type on Learning Effectiveness, Focusing on Learner Differences." Sustainability 15, no. 5 (2023): 4474. http://dx.doi.org/10.3390/su15054474.

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With the exponential growth of educational data, increasing attention has been given to student learning supported by learning analytics dashboards. Related research has indicated that dashboards relying on descriptive analytics are deficient compared to more advanced analytics. However, there is a lack of empirical data to demonstrate the performance and differences between different types of analytics in dashboards. To investigate these, the study used a controlled, between-groups experimental method to compare the effects of descriptive and prescriptive dashboards on learning outcomes. Base
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Siette, Joyce, Laura Dodds, Fariba Sharifi, et al. "Usability and Acceptability of Clinical Dashboards in Aged Care: Systematic Review." JMIR Aging 6 (June 19, 2023): e42274. http://dx.doi.org/10.2196/42274.

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Background The use of clinical dashboards in aged care systems to support performance review and improve outcomes for older adults receiving care is increasing. Objective Our aim was to explore evidence from studies of the acceptability and usability of clinical dashboards including their visual features and functionalities in aged care settings. Methods A systematic review was conducted using 5 databases (MEDLINE, Embase, PsycINFO, Cochrane Library, and CINAHL) from inception to April 2022. Studies were included in the review if they were conducted in aged care environments (home-based commun
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Calvo-Morata, Antonio, Cristina Alonso-Fernández, Iván Pérez-Colado, Manuel Freire, Iván Martínez-Ortiz, and Baltasar Fernández-Manjón. "Improving Teacher Game Learning Analytics Dashboards through ad-hoc Development." JUCS - Journal of Universal Computer Science 25, no. (12) (2019): 1507–30. https://doi.org/10.3217/jucs-025-12-1507.

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Using games for education can increase the motivation and engagement of students and provide a more authentic learning environment where students can learn, test and apply new knowledge. However, the actual (serious) game application in schools is still limited, partly because teachers consider their use as a complex process. To increase game adoption, the integration of Game Learning Analytics (GLA) can provide teachers a thorough insight into the knowledge acquired by their students and usually presented through a visual dashboard. Although it is possible to provide a useful general metrics
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Clark, Bruce. "Marketing dashboards, resource allocation and performance." European Journal of Marketing 55, no. 1 (2020): 247–70. http://dx.doi.org/10.1108/ejm-03-2019-0300.

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Purpose This study aims to examine the effects of marketing dashboards on resource allocation between exploratory and exploitative activities. It proposes that tactical dashboards will lead managers to place less emphasis on exploratory activities and more emphasis on exploitative activities – with performance consequences – but that these effects will be contingent on the information and decision-making environment. Design/methodology/approach Study hypotheses were tested using an experiment tracking objective decisions over five periods in the Markstrat simulation. A total of 105 firms, each
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Craciun, Georgiana, Aimee A. Kane, and Jacqueline C. Pike. "Unpacking Digital Dashboards’ Influence on Preventive Health Behavior Among Young Adults." Healthcare 13, no. 11 (2025): 1279. https://doi.org/10.3390/healthcare13111279.

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Introduction: The COVID-19 pandemic highlighted the need for digital tools that support public health decision-making and behavior change. Dashboards became a primary method for communicating infectious disease data. However, their influence on preventive health behaviors (PHBs) is not well understood—especially among young adults. This group is less likely to adhere to PHBs, but highly familiar with online tools. Methods: Two experimental studies were conducted with young adult participants (200 in Study 1, 228 in Study 2) who viewed the same COVID-19 data in dashboards with or without action
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Fareed, Naleef, Ramona G. Olvera, Yiting Wang, et al. "Lessons Learned From Developing Dashboards to Support Decision-Making for Community Opioid Response by Community Stakeholders: Mixed Methods and Multisite Study." JMIR Human Factors 11 (September 9, 2024): e51525. http://dx.doi.org/10.2196/51525.

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Background Data dashboards are published tools that present visualizations; they are increasingly used to display data about behavioral health, social determinants of health, and chronic and infectious disease risks to inform or support public health endeavors. Dashboards can be an evidence-based approach used by communities to influence decision-making in health care for specific populations. Despite widespread use, evidence on how to best design and use dashboards in the public health realm is limited. There is also a notable dearth of studies that examine and document the complexity and het
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Zainuddin, Zada Qusyairin Mohd, Farashazillah Yahya, Ervin Gubin Moung, Bashirah Mohd Fazli, and Mohammad Fikry Abdullah. "Effective dashboards for urban water security monitoring and evaluation." International Journal of Electrical and Computer Engineering (IJECE) 13, no. 4 (2023): 4291. http://dx.doi.org/10.11591/ijece.v13i4.pp4291-4305.

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This paper reviews the factors affecting effective dashboards for urban water security monitoring and evaluation. Urban water security is a constantly evolving field influenced by several factors, including changes in climate, ecosystems, socio-economic status, and human beings. Although urban water security has been discussed in some parts of the literature, there has been minimal literature review that focused on the factors of urban water security and the effective dashboards for monitoring and evaluation. Using systematic literature review (SLR) and preferred reporting items for systematic
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Dissertations / Theses on the topic "Dashboards"

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Reinking, Jeffrey. "The Diffusion of Digital Dashboards: An Examination of Dashboard Utilization and the Managerial Decision Environment." Doctoral diss., University of Central Florida, 2013. http://digital.library.ucf.edu/cdm/ref/collection/ETD/id/6018.

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This dissertation consists of three related studies examining the diffusion of digital dashboard technology throughout today's organizations. Dashboards, once reserved for the executive level, are now available to managers at the lower levels of the organization. For these managers, dashboards have become an integral part of their work life to support their decision environment, to provide consistency in measures, to monitor performance, and to communicate information throughout the organization. Prior research in the practice literature has shown that dashboards improve managerial performance
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Bursa, Jan. "Vytvoření zásad vývoje mobilního reportingu a jejich praktické ověření." Master's thesis, Vysoká škola ekonomická v Praze, 2014. http://www.nusl.cz/ntk/nusl-193881.

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This diploma thesis deals with design principles of mobile reporting. In the introduction the difference between report and dashboard is described because these two concepts are usually falsely perceived. Then a compilation of a list of properties follows, which of them a well-designed dashboard should have and this is the main objective of this thesis. In its content the document describes, how to achieve certain properties, what to avoid in the layout and recommended features which can help to end users to simplify and streamline the work. These recommendations are also applied in practice b
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Hörtin, Rickard. "Dashboards för ökad transparens och överblick." Thesis, Luleå tekniska universitet, Institutionen för system- och rymdteknik, 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:ltu:diva-86870.

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Det finns mängder av dashboards ute i världen idag och i detta arbete försöker jag ta fram några designprinciper för att ta fram en dashboard som är tänkt att främja transparens och överblick och i slutändan även produktivitet.
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Hodinka, Pavel. "Analýza možností řešení výběru reportingových nástrojů." Master's thesis, Vysoká škola ekonomická v Praze, 2010. http://www.nusl.cz/ntk/nusl-124735.

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The diploma thesis deals with the selection of tools used for reporting and managerial output for a telecommunications company that, with respect to the volume of its activities, falls into the category of small and medium-sized enterprises. The theoretical part of the thesis focuses on general issues of Business Intelligence, on finding and combining recommendations for high-quality reporting and output, and on the method of choosing the right option meeting the necessary requirements from a wide selection. The practical part describes the reasons that led a specific company to the need for r
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Elias, Micheline. "Enhancing User Interaction with Business Intelligence Dashboards." Phd thesis, Ecole Centrale Paris, 2012. http://tel.archives-ouvertes.fr/tel-00969170.

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The goal of this thesis is to improve visualization dashboards in order to help decision making and Business Intelligence (BI) analysis, and make them accessible to a larger user audience. We identify current trends and use practices of visualization dashboards in the BI domain, and following a user-cantered design approach we provide enhancements and solutions. More specifically we address the following challenges: making dashboard construction and use accessible to visualization novices, enhancing dashboards with advanced annotation capabilities to help BI analysts in the analysis process, a
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Myroshnychenko, D. V. "Dashboards as business performans management software (BPMS)." Thesis, Sumy State University, 2014. http://essuir.sumdu.edu.ua/handle/123456789/38583.

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Business performance management consists of a set of management and analytic processes, supported by technology, that enable businesses to define strategic goals and then measure and manage performance against those goals. Core business performance management processes include financial planning, operational planning, business modelling, consolidation and reporting, analysis, and monitoring of key performance indicators linked to strategy. Business performance management involves consolidation of data from various sources, querying, and analysis of the data, and putting the results into practi
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Shirazi, Patrick. "Identifying Challenges in Cybersecurity Data Visualization Dashboards." Thesis, Luleå tekniska universitet, Institutionen för system- och rymdteknik, 2020. http://urn.kb.se/resolve?urn=urn:nbn:se:ltu:diva-80412.

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Nowadays, a massive amount of cybersecurity data-objects, such as security events, logs,messages, are flowing through different cybersecurity systems. With the enormous fastdevelopment of different cloud environments, big data, IoT, and so on, these amounts of data areincreasingly revolutionary. One of the challenges for different security actors, such as securityadmins, cybersecurity analysis, and network technicians, is how to utilize this amount of data inorder to reach meaningful insights, so they can be used further in diagnosis, validation, forensicand decision-making purposes. In order
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Orlovskyi, D. L., A. M. Kopp, and V. Y. Kondratiev. "Using dashboards for the business processes status analysis." Thesis, Одеська національна академія харчових технологій, 2019. http://repository.kpi.kharkov.ua/handle/KhPI-Press/47103.

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This paper describes business process status analysis using the dashboards. The dashboards are considered as those, which belong to the most preferred Business Intelligence tools nowadays, which are used by both higher managers and ordinary employees. Existing software tools for dashboard design were reviewed, as well as the most popular visualization charts were outlined. The place and role of analytical dashboards as part of business process management is described.
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Chan, Fanny. "Designing dashboards – visualizing software metrics for Continuous Delivery." Thesis, KTH, Skolan för elektroteknik och datavetenskap (EECS), 2018. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-254334.

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Feedback is an essential part of the software delivery process. Software metrics, as feedback, can give knowledge about the essential parameters that affect the software development process. An improved understanding of the software development process can facilitate more effective software management. With new software development methodologies emerging, such as Continuous Delivery, new information needs arise. The new methodology requires a new way of thinking when designing and developing dashboards for software development. A dashboard is a communication tool that can provide up-to-date in
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Berglund, Nikolai. "Att presentera lägesbilder kringsocial oro med hjälp av dashboards." Thesis, Högskolan i Skövde, Institutionen för informationsteknologi, 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-20013.

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Världen har drabbats av pandemin Covid-19 och det har blivit extra viktigt för offentlig sektoratt mäta social oro. Det är viktigt med en överblick över människors mående samt utföra rättåtgärder för de människor som behöver det. Det finns en del utmaningar med dagens sätt attmäta social oro på, vilket är att identifiera relevanta indikatorer, ta fram lägesbilder på etthållbart sätt, samla in data och bestämma vad som ska visualiseras. Studien syftar på attminimera dessa problem genom att identifiera indikatorer för social oro samt ta fram endashboard prototyp för att kunna sammanställa och pr
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Books on the topic "Dashboards"

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David, Holland. Dashboards. Phaidon, 1994.

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Rasmussen, Nils, Claire Y. Chen, and Manish Bansal, eds. Business Dashboards. John Wiley & Sons, Inc., 2012. http://dx.doi.org/10.1002/9781119197904.

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Rasmussen, Nils. Business Dashboards. John Wiley & Sons, Ltd., 2009.

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Eckerson, Wayne W. Performance Dashboards. John Wiley & Sons, Ltd., 2005.

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Malik, Shadan. Enterprise Dashboards. John Wiley & Sons, Ltd., 2005.

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Goldmeier, Jordan, and Purnachandra Duggirala. Dashboards for Excel. Apress, 2015. http://dx.doi.org/10.1007/978-1-4302-4945-0.

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John, Walkenbach, ed. Excel dashboards & reports. Wiley, 2010.

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Khan, Arshad. Visual Analytics for Dashboards. Apress, 2024. http://dx.doi.org/10.1007/979-8-8688-0119-8.

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Wexler, Steve, Jeffrey Shaffer, and Andy Cotgreave. The Big Book of Dashboards. John Wiley & Sons, Inc., 2017. http://dx.doi.org/10.1002/9781119283089.

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Alexander, Michael, and John Walkenbach. Excel® Dashboards & Reports. Wiley Publishing, Inc., 2010. http://dx.doi.org/10.1002/9781118257500.

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Book chapters on the topic "Dashboards"

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Gonçalves, Alex. "Dashboards." In Social Media Analytics Strategy. Apress, 2017. http://dx.doi.org/10.1007/978-1-4842-3102-9_12.

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Worch, Thierry, Julien Delarue, Vanessa Rios de Souza, and John Ennis. "Dashboards." In Data Science for Sensory and Consumer Scientists. Chapman and Hall/CRC, 2023. http://dx.doi.org/10.1201/9781003028611-14.

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Voniatis, Andreas. "Dashboards." In Data-Driven SEO with Python. Apress, 2023. http://dx.doi.org/10.1007/978-1-4842-9175-7_8.

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Khan, Arshad. "Dashboards." In Visual Analytics for Dashboards. Apress, 2024. http://dx.doi.org/10.1007/979-8-8688-0119-8_1.

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Fox, April Ursula. "Dashboards." In Social Media Analytics Strategy. Apress, 2022. http://dx.doi.org/10.1007/978-1-4842-8306-6_12.

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Arul, Shankar. "Dashboards." In Tableau for Business Users. Apress, 2021. http://dx.doi.org/10.1007/978-1-4842-7786-7_8.

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Young, Cathy. "Dashboards." In Tableau at Work. CRC Press, 2025. https://doi.org/10.1201/9781003566458-15.

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Kruglov, Artem, Giancarlo Succi, and Idel Ishbaev. "Metrics Representation and Dashboards." In Developing Sustainable and Energy-Efficient Software Systems. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-031-11658-2_5.

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AbstractThis section is dedicated to reviewing dashboards for various roles, such as developers and managers, to provide metrics for software development in the most appropriate way. After reviewing various papers, different types, objectives, and visualization features of the dashboards were found. Based on these findings, tailored visualization was designed for the distinct roles of users. Furthermore, the dashboard was implemented within the Innometrics project boundaries with easily maintainable and extensible architecture on the front-end.
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Aspin, Adam. "Enhancing Dashboards." In Pro Power BI Desktop. Apress, 2016. http://dx.doi.org/10.1007/978-1-4842-1805-1_15.

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Aspin, Adam. "Enhancing Dashboards." In Pro Power BI Desktop. Apress, 2020. http://dx.doi.org/10.1007/978-1-4842-5763-0_23.

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Conference papers on the topic "Dashboards"

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Amorim, Diogo, Matilde Pato, and Nuno Datia. "Explainable Feature Ranking Using Interactive Dashboards." In 2024 28th International Conference Information Visualisation (IV). IEEE, 2024. http://dx.doi.org/10.1109/iv64223.2024.00050.

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Patil, Sahil, Bhavesh Hingwe, P. Renukadevi, R. Brindha, Ajanthaa Lakkshmanan, and R. Brindha. "Smart Agriculture: Leveraging Data Dashboards for Farmer Empowerment." In 2025 Third International Conference on Augmented Intelligence and Sustainable Systems (ICAISS). IEEE, 2025. https://doi.org/10.1109/icaiss61471.2025.11041743.

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Banerji, Jyotirmoy, Abhiraj Amin, and Kapil Rathor. "LLM driven Natural Language to SQL for Utility Dashboards." In 2025 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS). IEEE, 2025. https://doi.org/10.1109/sceecs64059.2025.10941602.

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Talha, Muhammad, Tommaso Minerva, and Annamaria De Santis. "TEACHER-FACING DASHBOARDS: INSIGHTS FROM RESEARCH AND CASE STUDIES." In 17th International Conference on Education and New Learning Technologies. IATED, 2025. https://doi.org/10.21125/edulearn.2025.1485.

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Padakanti, Dhatri, and Marcia Moraes. "Learning Analytics Dashboard to Support Instructors: A Literature Review." In Ninth International Conference on Higher Education Advances. Universitat Politècnica de València, 2023. http://dx.doi.org/10.4995/head23.2023.16119.

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The purpose of this study is to conduct an evaluation of the literature on learning analytics dashboards in order to address the following research questions: "How do instructors use learning analytics dashboards to send notifications?" and "How can a learning analytics dashboard help students get reminded of the due dates for assignments, quizzes, and exams?". A total of 20 papers were analyzed. Although the majority of them discussed how students utilize dashboards to track their progress or compare their progress with their peers, none of them mentioned how dashboards may be utilized to aut
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Dias, Cesimar, Frederico Lopes, and Jair Leite. "SmartNode Dashboard: um framework front-end baseado em Node-RED para criação de City Dashboards." In II Workshop Brasileiro de Cidades Inteligentes. Sociedade Brasileira de Computação - SBC, 2019. http://dx.doi.org/10.5753/wbci.2019.6744.

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Este trabalho apresenta o SmartNode Dashboard (SND), uma ferramenta baseada em tecnologias front-end para criação de dashboards para cidades inteligentes. O SND implementou padrões de projetos e de interface web focados em conteúdos com estruturas reaproveitáveis. Além disso, foi criado um caso de estudo utilizando o Node-RED como plataforma de execução. Como resultados deste trabalho, foi desenvolvido o SmartNode Dashboard, um framework para criação de interfaces padronizadas e extensíveis. Além disso, ele oferece aos desenvolvedores de dashboards uma metodologia de implantação do framework c
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"Do Students Really Want to Know? Investigating the Relationship between Learning Analytics Dashboards and Student Motivation." In InSITE 2019: Informing Science + IT Education Conferences: Jerusalem. Informing Science Institute, 2019. http://dx.doi.org/10.28945/4352.

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Aim/Purpose: The aim of this project was to explore the perceptions of information technology students about student-facing learning analytics dashboards that display ranking information, and whether they perceive that their motivation to study would be influenced by the use of dashboards that display their performance relative to other students. Background: While there has been a focus on the use of learning analytics dashboards by academics to inform their teaching, there has not been as much exploration of the use of student-facing dashboards, nor on the effect that students believe these d
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Liu, Zi-hao, Zhizi Liu, Tao Chen, and Liang Zhang. "A Vehicle Dashboard Dataset Towards Visual Complexity Design." In 16th International Conference on Applied Human Factors and Ergonomics (AHFE 2025). AHFE International, 2025. https://doi.org/10.54941/ahfe1006519.

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With the expansion of the in-vehicle information system features, there are more and more new elements integrated into modern dashboards, which may lead to an increase in their visual complexity and additionally threatens drivers’ safety. To establish the cognitively efficient dashboards, protect driving safety and performance, it is essential for researchers and designers to identify what objective features increase the visual complexity of dashboard. However, due to various reasons, useful experiment materials of modern dashboards are rare for researchers and designers. To fill the gap, pres
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Chua, Hui Hua, and Rachel M. Minkin. "Talking of Many Things: Dashboards for Reference Services Decision Making." In Charleston Library Conference. Purdue Univeristy, 2020. http://dx.doi.org/10.5703/1288284317138.

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Staffing challenges are well-documented in reference services, but the use of dashboards to support data-driven scheduling for in-person and virtual reference shifts are not often discussed. This poster examines how Michigan State University Libraries utilized data-influenced decision-making and dashboard design iterations to streamline reference staffing and adapt to evolving conditions over the course of three years. This required continuous communication between dashboard users and creators and constant iteration of visualizations and designs to ensure dashboards remained relevant and curre
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Obradović, Aleksandar, Marija Raičević, Dragan Laušević, and Branko Dujović. "Dashboard for MMR vaccination coverage in Montenegro as the innovative communication tool." In Proceedings of the International Congress Public Health - Achievements and Challenges. Institute of Public Health of Serbia "Dr Milan Jovanović Batut", 2024. http://dx.doi.org/10.5937/batutphco24042o.

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Background: Despite being included in the mandatory vaccination calendar and used for over three decades, MMR vaccine coverage has significantly declined in Montenegro over the last decade, especially the first dose, which is often delayed until preschool age. This was exacerbated by the COVID-19 pandemic, however, the pandemic accelerated digital innovations in public health, leading to a greater presence of dashboards as a primary communication tool for public health authorities, aimed at timely and comprehensive information sharing. Consequently, the Institute for Public Health of Montenegr
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Reports on the topic "Dashboards"

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Shutkin, Amy, Amy Shutkin, and Amy Shutkin. Information Dashboards. Office of Scientific and Technical Information (OSTI), 2008. http://dx.doi.org/10.2172/929432.

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Armstrong, Dave. Interactive Data Visualization and Dashboards with R. Instats Inc., 2023. http://dx.doi.org/10.61700/5yfe9tbcy56el469.

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This seminar introduces interactive graphs that can be made easily in R and shows how to incorporate those interactive elements into a dashboard that you can use to powerfully communicate your research results. Topics include an overview of ggplots, turning ggplots into interactive visualizations, making interactive network graphs and maps, and combining interactive elements into dashboards. Finally, we discuss how to host these dashboards so others can interact with them. An official Instats certificate of completion is provided at the conclusion of the seminar. The seminar offers 2 ECTS Equi
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Armstrong, Dave. Interactive Data Visualization and Dashboards with R. Instats Inc., 2023. http://dx.doi.org/10.61700/j9oufi3b7b0cv469.

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This seminar introduces interactive graphs that can be made easily in R and shows how to incorporate those interactive elements into a dashboard that you can use to powerfully communicate your research results. Topics include an overview of ggplots, turning ggplots into interactive visualizations, making interactive network graphs and maps, and combining interactive elements into dashboards. Finally, we discuss how to host these dashboards so others can interact with them. An official Instats certificate of completion is provided at the conclusion of the seminar. The seminar offers 2 ECTS Equi
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Woyczynski, Lauren, Christina Misunas, and Md Irfan Hossain. Building the Adolescent Indicators and Gender Gaps Dashboard. Population Council, 2022. http://dx.doi.org/10.31899/sbsr2022.1014.

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The Adolescent Atlas for Action (A3) is a suite of tools that summarizes the lives and needs of adolescents around the world to promote evidence-based decision-making. Through accessible and easy-to-grasp data just one click away, the A3 bridges the gap between decisionmakers and evidence to inform policies and programs. The Adolescent Indicators dashboard and Gender Gaps dashboard are two simple but dynamic dashboards that provide insights on the lives of adolescent girls and boys living in low- and middle income countries (LMICs) across 9 thematic domains of wellbeing. The Adolescent Indicat
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Bergamaschi, Andrea, Cecilia Giambruno, and Paula Morales. Empowering Schools with Data: How Can We Achieve Effective Use of Educational Dashboards for Teachers and Principals? Inter-American Development Bank, 2025. https://doi.org/10.18235/0013561.

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Educational dashboards are key tools for enhancing data-driven decision-making in schools, providing teachers and principals with actionable insights. However, their adoption in Latin America and the Caribbean is hindered by challenges such as data quality issues, lack of interoperability in Education Information Management Systems (EMIS), and limited alignment with user needs. This document presents an analytical framework to address these barriers, combining a bottom-up approach that improves dashboards based on educators needs with a top-down strategy to strengthen their effective use. By o
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Pritchett, Lant. The Risks of Dangerous Dashboards in Basic Education. Research on Improving Systems of Education (RISE), 2020. http://dx.doi.org/10.35489/bsg-rise-ri_2018/006.

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Day, Christopher, Margaret McNamara, Howell Li, et al. 2015 Indiana Mobility Report and Performance Measure Dashboards. Purdue University, 2016. http://dx.doi.org/10.5703/1288284316352.

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Armstrong, Dave. Interactive Dashboards and Web Apps with Shiny in R. Instats Inc., 2023. http://dx.doi.org/10.61700/3g41zs4gcnd3e469.

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This seminar introduces Shiny, the R package that serves as a framework for building interactive web applications. One of the benefits of Shiny is that it allows dynamic cloud calculations that you can integrate into your research project (e.g., running statistical models with a custom specification, filtering and summarizing data, producing custom graphics). This seminar discusses how to build Shiny apps, how to customize their appearance, and how to host them so other users can view and interact with them -- readers, reviewers, or other research team members. An official Instats certificate
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Armstrong, Dave. Interactive Dashboards and Web Apps with Shiny in R. Instats Inc., 2023. http://dx.doi.org/10.61700/b3vv6dox5eqdl469.

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This seminar introduces Shiny, the R package that serves as a framework for building interactive web applications. One of the benefits of Shiny is that it allows dynamic cloud calculations that you can integrate into your research project (e.g., running statistical models with a custom specification, filtering and summarizing data, producing custom graphics). This seminar discusses how to build Shiny apps, how to customize their appearance, and how to host them so other users can view and interact with them -- readers, reviewers, or other research team members. An official Instats certificate
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Sakhare, Rahul Suryakant, Jairaj Desai, Wyatt Woker, et al. Connected Vehicle-Centric Dashboards for TMC of the Future. Purdue University, 2023. http://dx.doi.org/10.5703/1288284317642.

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The adoption of dashboards and tools into Traffic Management Centers (TMC) has been growing with advancements in connected vehicle (CV) data. These tools are now being utilized—not only for analyzing work zones, severe crashes, winter operations, and traffic signals—but also to provide measures for characterizing overall system mobility, resiliency, and after-action assessments. Previous studies have extended the concepts to include the enhanced trajectory-based CV data into dashboards that aid agencies in assessing and managing roadways. This study presents the extension of these tools that f
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