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Information Systems and Management
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spelling McKenna, H. Patricia 2306-5729 MDPI AG Information Systems and Management Computer Science Applications Information Systems http://dx.doi.org/10.3390/data4010025 <jats:p>This paper explores the emerging and evolving landscape for metrics in smart cities in relation to big data challenges. Based on a review of the research literature, the problem of “synthetic quantitative indicators” along with concerns for “measuring urban realities” and “making metrics meaningful” are identified. In response, the purpose of this paper is to advance the need for innovating metrics for smarter, more interactive and responsive cities in addressing and mitigating algorithmic-related challenges on the one hand, and concerns associated with involving people more meaningfully on the other hand. As such, the constructs of awareness, learning, openness, and engagement are employed in this study. Using an exploratory case study approach, the research design for this work includes the use of multiple methods of data collection including survey and interviews. Employing a combination of content analysis for qualitative data and descriptive statistics for quantitative data, the main findings of this work support the need for rethinking and innovating metrics. As such, the main conclusion of this paper highlights the potential for developing new pathways and spaces for involving people more directly, knowingly, and meaningfully in addressing big and small data challenges for the innovating of urban metrics.</jats:p> Innovating Metrics for Smarter, Responsive Cities Data
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title Innovating Metrics for Smarter, Responsive Cities
title_unstemmed Innovating Metrics for Smarter, Responsive Cities
title_full Innovating Metrics for Smarter, Responsive Cities
title_fullStr Innovating Metrics for Smarter, Responsive Cities
title_full_unstemmed Innovating Metrics for Smarter, Responsive Cities
title_short Innovating Metrics for Smarter, Responsive Cities
title_sort innovating metrics for smarter, responsive cities
topic Information Systems and Management
Computer Science Applications
Information Systems
url http://dx.doi.org/10.3390/data4010025
publishDate 2019
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description <jats:p>This paper explores the emerging and evolving landscape for metrics in smart cities in relation to big data challenges. Based on a review of the research literature, the problem of “synthetic quantitative indicators” along with concerns for “measuring urban realities” and “making metrics meaningful” are identified. In response, the purpose of this paper is to advance the need for innovating metrics for smarter, more interactive and responsive cities in addressing and mitigating algorithmic-related challenges on the one hand, and concerns associated with involving people more meaningfully on the other hand. As such, the constructs of awareness, learning, openness, and engagement are employed in this study. Using an exploratory case study approach, the research design for this work includes the use of multiple methods of data collection including survey and interviews. Employing a combination of content analysis for qualitative data and descriptive statistics for quantitative data, the main findings of this work support the need for rethinking and innovating metrics. As such, the main conclusion of this paper highlights the potential for developing new pathways and spaces for involving people more directly, knowingly, and meaningfully in addressing big and small data challenges for the innovating of urban metrics.</jats:p>
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description <jats:p>This paper explores the emerging and evolving landscape for metrics in smart cities in relation to big data challenges. Based on a review of the research literature, the problem of “synthetic quantitative indicators” along with concerns for “measuring urban realities” and “making metrics meaningful” are identified. In response, the purpose of this paper is to advance the need for innovating metrics for smarter, more interactive and responsive cities in addressing and mitigating algorithmic-related challenges on the one hand, and concerns associated with involving people more meaningfully on the other hand. As such, the constructs of awareness, learning, openness, and engagement are employed in this study. Using an exploratory case study approach, the research design for this work includes the use of multiple methods of data collection including survey and interviews. Employing a combination of content analysis for qualitative data and descriptive statistics for quantitative data, the main findings of this work support the need for rethinking and innovating metrics. As such, the main conclusion of this paper highlights the potential for developing new pathways and spaces for involving people more directly, knowingly, and meaningfully in addressing big and small data challenges for the innovating of urban metrics.</jats:p>
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spelling McKenna, H. Patricia 2306-5729 MDPI AG Information Systems and Management Computer Science Applications Information Systems http://dx.doi.org/10.3390/data4010025 <jats:p>This paper explores the emerging and evolving landscape for metrics in smart cities in relation to big data challenges. Based on a review of the research literature, the problem of “synthetic quantitative indicators” along with concerns for “measuring urban realities” and “making metrics meaningful” are identified. In response, the purpose of this paper is to advance the need for innovating metrics for smarter, more interactive and responsive cities in addressing and mitigating algorithmic-related challenges on the one hand, and concerns associated with involving people more meaningfully on the other hand. As such, the constructs of awareness, learning, openness, and engagement are employed in this study. Using an exploratory case study approach, the research design for this work includes the use of multiple methods of data collection including survey and interviews. Employing a combination of content analysis for qualitative data and descriptive statistics for quantitative data, the main findings of this work support the need for rethinking and innovating metrics. As such, the main conclusion of this paper highlights the potential for developing new pathways and spaces for involving people more directly, knowingly, and meaningfully in addressing big and small data challenges for the innovating of urban metrics.</jats:p> Innovating Metrics for Smarter, Responsive Cities Data
spellingShingle McKenna, H. Patricia, Data, Innovating Metrics for Smarter, Responsive Cities, Information Systems and Management, Computer Science Applications, Information Systems
title Innovating Metrics for Smarter, Responsive Cities
title_full Innovating Metrics for Smarter, Responsive Cities
title_fullStr Innovating Metrics for Smarter, Responsive Cities
title_full_unstemmed Innovating Metrics for Smarter, Responsive Cities
title_short Innovating Metrics for Smarter, Responsive Cities
title_sort innovating metrics for smarter, responsive cities
title_unstemmed Innovating Metrics for Smarter, Responsive Cities
topic Information Systems and Management, Computer Science Applications, Information Systems
url http://dx.doi.org/10.3390/data4010025