This document summarizes a research study on strategic opinion leadership for the adoption of cyberinfrastructure (CI). The researchers interviewed 15 members of the e-science community to identify strategies that opinion leaders can use to promote CI adoption. Three key strategies were identified: 1) using storytelling and tailored narratives to engage others, 2) acting as teachers/facilitators to train others to adopt innovations, and 3) enabling opinion leaders to connect with and influence many community members through interpersonal communication. The researchers conclude these strategies can be employed together to spread influence within a community and accelerate the adoption of CI.
Opinion leadership and diffusion networksRaj Patel
The document discusses opinion leadership and the role of change agents in the diffusion of innovations. It defines opinion leadership as the degree to which individuals can informally influence others' attitudes or behaviors regarding innovations. Change agents work to facilitate the adoption of innovations by bridging the gap between change agencies and client systems. The success of change agents depends on factors like the extent of their efforts to contact clients and being oriented toward clients' needs rather than the change agency. The document also examines models of communication flow, characteristics of opinion leaders, and the roles and challenges of change agents.
Dr. Reijo Savolainen is a professor known for his research on Everyday Life Information Seeking (ELIS), which examines how social and cultural factors influence how people seek information in their daily lives to solve problems or stay informed. ELIS focuses on how gender, age, education and other attributes shape one's information behavior. It also considers concepts like people accepting "good enough" information to meet their needs before moving on.
Influences of strong tie with opinion leaders in an interconnected network of...Myunggoon Choi
This document describes the research project "Influences of Strong Tie with Opinion Leaders in an Interconnected Network of Korea". The research questions examine the relationship between tie strength with opinion leaders and information exchange, and the relationship between strong ties with opinion leaders and their influence on peripheral network members. The literature review covers topics of information inequality, social network perspectives, opinion leaders hypotheses, tie strength, and influence. The methodology section outlines plans to measure opinion leaders and tie strength, influences of those with strong ties to opinion leaders, information exchange measurement, questionnaire design, sample, and data analysis. Preliminary findings identify four opinion leaders and present descriptive statistics on opinion leader tie strengths.
Influences of strong tie with opinion leaders in an interconnected network of...Myunggoon Choi
The document discusses research on the influence of strong ties with opinion leaders in social networks in Korea. It presents three research questions: 1) the relationship between tie strength with opinion leaders and information exchange, 2) the relationship between strong ties with opinion leaders and influence on peripheral network members, and 3) differences in influence between networks that include opinion leaders versus those that do not. The document reviews literature on information inequality, social networks, opinion leaders, tie strength, and influence. It proposes three hypotheses related to the research questions and describes the planned method of identifying opinion leaders, measuring tie strength, and analyzing network density to test the hypotheses.
This document discusses communication theories and the shifts that have occurred. It outlines several early theories from the first phase like the Hypodermic Needle Theory. The second phase included theories like the Two Step Flow Model. The third phase brought additional theories such as Uses and Gratifications Theory. The document also examines the differences between social and technical determinism in communication and outlines four phases of the communication process: production, circulation, consumption/distribution, and reproduction. Finally, it summarizes the shift phases from initially viewing audiences as passive to recognizing limitations to seeing media as moderately influential.
This document summarizes a workshop on social networks and network weaving. The workshop introduced concepts of networks and their benefits for social change. Participants learned about characteristics of healthy networks and the role of network weavers. The goals of the workshop were to help participants work with a network mindset and understand network theory. Participants provided input on topics for future learning community sessions focused on network mapping and applying network weaving practices to address local issues in Monterey County.
Visible Effort: A Social Entropy Methodology for Managing Computer-Mediated ...Sorin Adam Matei
A theoretically-grounded learning feedback tool suite, the Visible Effort (VE) Mediawiki extension, is proposed for optimizing online group learning activities by measuring the amount of equality and the emergence of social structure in groups that participate in Computer-Mediated Collaboration (CMC). Building on social entropy theory, drawn from Shannon’s Mathematical Theory of Communication, VE captures levels of CMC unevenness and group structure and visualizes them on wiki Web pages through background colors, charts, and tabular data. Visual information provides users entropic feedback on how balanced and equitable collaboration is within their online group are, while helping them to maintain it within optimal levels. Finally, we present the theoretical and practical implications of VE and the measures behind it, as well as illustrate VE’s capabilities by describing a quasi-experimental teaching activity (use scenario) in tandem with a detailed discussion of theoretical justification, methodological underpinning, and technological capabilities of the approach.
This document outlines a research agenda for Web 3.0 technologies focusing on location awareness, ubiquitous collaboration, and their impacts. Key questions are proposed around how location-aware information delivery and contextualization in space affects memorability and knowledge organization, and how optimal collaboration structures can be measured and supported online to enhance learning, content production, and social outcomes. Relevant learning and social theories are discussed. Usability factors like task-fit and multimodal information are also addressed.
Opinion leadership and diffusion networksRaj Patel
The document discusses opinion leadership and the role of change agents in the diffusion of innovations. It defines opinion leadership as the degree to which individuals can informally influence others' attitudes or behaviors regarding innovations. Change agents work to facilitate the adoption of innovations by bridging the gap between change agencies and client systems. The success of change agents depends on factors like the extent of their efforts to contact clients and being oriented toward clients' needs rather than the change agency. The document also examines models of communication flow, characteristics of opinion leaders, and the roles and challenges of change agents.
Dr. Reijo Savolainen is a professor known for his research on Everyday Life Information Seeking (ELIS), which examines how social and cultural factors influence how people seek information in their daily lives to solve problems or stay informed. ELIS focuses on how gender, age, education and other attributes shape one's information behavior. It also considers concepts like people accepting "good enough" information to meet their needs before moving on.
Influences of strong tie with opinion leaders in an interconnected network of...Myunggoon Choi
This document describes the research project "Influences of Strong Tie with Opinion Leaders in an Interconnected Network of Korea". The research questions examine the relationship between tie strength with opinion leaders and information exchange, and the relationship between strong ties with opinion leaders and their influence on peripheral network members. The literature review covers topics of information inequality, social network perspectives, opinion leaders hypotheses, tie strength, and influence. The methodology section outlines plans to measure opinion leaders and tie strength, influences of those with strong ties to opinion leaders, information exchange measurement, questionnaire design, sample, and data analysis. Preliminary findings identify four opinion leaders and present descriptive statistics on opinion leader tie strengths.
Influences of strong tie with opinion leaders in an interconnected network of...Myunggoon Choi
The document discusses research on the influence of strong ties with opinion leaders in social networks in Korea. It presents three research questions: 1) the relationship between tie strength with opinion leaders and information exchange, 2) the relationship between strong ties with opinion leaders and influence on peripheral network members, and 3) differences in influence between networks that include opinion leaders versus those that do not. The document reviews literature on information inequality, social networks, opinion leaders, tie strength, and influence. It proposes three hypotheses related to the research questions and describes the planned method of identifying opinion leaders, measuring tie strength, and analyzing network density to test the hypotheses.
This document discusses communication theories and the shifts that have occurred. It outlines several early theories from the first phase like the Hypodermic Needle Theory. The second phase included theories like the Two Step Flow Model. The third phase brought additional theories such as Uses and Gratifications Theory. The document also examines the differences between social and technical determinism in communication and outlines four phases of the communication process: production, circulation, consumption/distribution, and reproduction. Finally, it summarizes the shift phases from initially viewing audiences as passive to recognizing limitations to seeing media as moderately influential.
This document summarizes a workshop on social networks and network weaving. The workshop introduced concepts of networks and their benefits for social change. Participants learned about characteristics of healthy networks and the role of network weavers. The goals of the workshop were to help participants work with a network mindset and understand network theory. Participants provided input on topics for future learning community sessions focused on network mapping and applying network weaving practices to address local issues in Monterey County.
Visible Effort: A Social Entropy Methodology for Managing Computer-Mediated ...Sorin Adam Matei
A theoretically-grounded learning feedback tool suite, the Visible Effort (VE) Mediawiki extension, is proposed for optimizing online group learning activities by measuring the amount of equality and the emergence of social structure in groups that participate in Computer-Mediated Collaboration (CMC). Building on social entropy theory, drawn from Shannon’s Mathematical Theory of Communication, VE captures levels of CMC unevenness and group structure and visualizes them on wiki Web pages through background colors, charts, and tabular data. Visual information provides users entropic feedback on how balanced and equitable collaboration is within their online group are, while helping them to maintain it within optimal levels. Finally, we present the theoretical and practical implications of VE and the measures behind it, as well as illustrate VE’s capabilities by describing a quasi-experimental teaching activity (use scenario) in tandem with a detailed discussion of theoretical justification, methodological underpinning, and technological capabilities of the approach.
This document outlines a research agenda for Web 3.0 technologies focusing on location awareness, ubiquitous collaboration, and their impacts. Key questions are proposed around how location-aware information delivery and contextualization in space affects memorability and knowledge organization, and how optimal collaboration structures can be measured and supported online to enhance learning, content production, and social outcomes. Relevant learning and social theories are discussed. Usability factors like task-fit and multimodal information are also addressed.
Do Doctoral Students Use an Online Network for Mentoring?Alana James
This is the first 6 months findings from a professor trying to implement an online social network for doctoral students that she mentors in education and business.
This document discusses word-of-mouth (WOM) communication and the key players that influence change through WOM networks. It examines three theories on influentials: the influentials hypothesis, which argues that a few key individuals influence others; the everyone hypothesis, which states that everyone can play the role of influencer; and the hub hypothesis, which focuses on well-connected individuals. While each theory provides insights, the reality is likely a combination. The document also explores why WOM can be difficult for marketers to access, such as the challenges of measuring offline conversations. It concludes by identifying areas for further research, such as better defining influential roles and comparing online and offline hubs.
This document describes a community-based participatory research (CBPR) project that developed digital animations to disseminate research findings on youth violence to the community. Researchers conducted a mixed-methods study to understand community youth perspectives on assets and stressors. They then worked with community partners and youth to develop animated vignettes portraying evidence-based violence prevention strategies. The process involved community input on dissemination strategies, translating research into vignettes, engaging artists and youth, developing storyboards, and finalizing the animations. The goal was to creatively disseminate findings to both youth and adults in the community in a way that engaged youth and built capacity.
This document discusses several topics related to online learning communities and knowledge creation, including social presence, social capital, connectors between learning networks, and designing collaborative activities. It proposes ideas for future research, such as identifying the roles of connectors, measuring their influence on learning outcomes, understanding the importance of strong and weak social ties, and designing online environments and activities that minimize technology problems and accommodate learner diversity. References are provided for many of the concepts and models discussed.
2007-JOSS-Visualizing the signatures of social roles in online discussion groupsMarc Smith
The document discusses identifying social roles in online discussion groups based on behavioral and structural signatures. It focuses on distinguishing the role of "answer people", who primarily respond to others' questions. Three signatures are identified for answer people: 1) responding to isolated members, 2) having few intense ties and triangles in their local networks, and 3) typically contributing only one or two messages per thread. Regression analysis shows these signatures strongly predict being an answer person, explaining 72% of variation. The study advances understanding of social roles and identification methods, which can benefit online community managers.
Social Network Analysis and collaborative learningFabio Nascimbeni
The presentation explore how network thinking and social network analysis can be useful to improve learners motivation and performance in collaborative learning settings.
social networking individual vs. crowd behavior (connected intelligence)INFOGAIN PUBLICATION
The study of Human behavior is much more complicated in various situations, especially on the spectrum of Social Networks. The study of individual behavior cannot be replicated for a group/crowd behavior which can have many social and behavioral dimensions. In the connected world where intelligence is shared among individuals and groups, there exists another kind of complexity which needs to be examined.The complexity of human behaviors as an individual or as a group on the social networks is much more versatile and erratic. The research work studies and analyzes these behaviors in a connected networked intelligent environment and as to how these behaviors are reflected towards Connected Intelligence. Consequently it defines how they can affect the intelligent analytical outcomes. Finally it comes up with a generic model which can be applied in any setup.
“무형의 대학”(The New Invisible College) 저자 C. Wagner 교수 초청특강Han Woo PARK
Caroline S. Wagner 박사
미국 오하이오주립대 교수 (현),
국제저명학술지 Science and Public Pollicy 편집위원장 (현)
미국 펜실베니아주립대 교수 (전), 미국랜드연구소 연구원(전)
영남대 제2인문관 201호(문파실), 2015. 10. 23. 금. 오후 3시~5시
주최: BK21+ 글로컬동아시아문화콘텐츠사업단/영남대 사이버감성연구소
문의: 영남대 동아시아문화학과 학과사무실(053-810-4505)
Mathematical Models of the Spread of Diseases, Opinions, Information, and Mis...Mason Porter
This is my general-audience talk at DiscCon III (2021 WorldCon).
My talk overlapped with the Hugo Award ceremony, but the video will be posted later on the DisCon website for attendees who want to see it.
2009-JCMC-Discussion catalysts-Himelboim and SmithMarc Smith
This study addresses 3 research questions in the context of online political discussions:
What is the distribution of successful topic starting practices, what characterizes the content
of large thread-starting messages, and what is the source of that content? A 6-month
analysis of almost 40,000 authors in 20 political Usenet newsgroups identified authors
who received a disproportionate number of replies. We labeled these authors ‘‘discussion
catalysts.’’ Content analysis revealed that 95 percent of discussion catalysts’ messages
contained content imported from elsewhere on the web, about 2/3 from traditional news
organizations. We conclude that the flow of information from the content creators to the
readers and writers continues to be mediated by a few individuals who act as filters and
amplifiers.
Relational Development & Interpersonal Communication In Computer Mediated Con...maxbury
This document summarizes research on how computer-mediated communication affects relational development. It discusses how social information processing theory explains that in computer-mediated contexts, verbal cues of affinity and issues of time (chronemics) become especially important for developing relationships due to the lack of in-person nonverbal cues. Some research has found similarities between online and in-person relationship development, but most research cited finds that self-disclosure of meaningful information through text is important for developing relational closeness and attraction when communication is mediated by computers rather than face-to-face. The document provides examples of studies that have examined how factors like depth and breadth of self-disclosure can influence relationship development in online contexts.
This document discusses how networks are changing social change and provides lessons on working wikily. It defines networks and outlines their benefits, such as building community, engaging people, advocating for policy change, coordinating resources, developing and sharing knowledge, innovating, and getting initiatives to scale. The document also discusses characteristics of healthy networks, network leadership, challenges leaders face, and lessons learned about experimenting and balancing bottom-up and top-down strategies in networks.
This document presents a conceptual framework for understanding the factors that drive knowledge sharing in crowdsourcing communities. It identifies two gaps in existing research: a focus on macro-level constructs over micro-level factors, and an overemphasis on motivation as the sole driver of behavior. To address these gaps, the framework applies a motivation-opportunity-ability (MOA) perspective to examine knowledge sharing at the individual level. It proposes that motivation, opportunity, and ability work together to influence a user's knowledge sharing. Motivation includes both intrinsic factors like learning and social benefits, as well as extrinsic rewards. Opportunity encompasses community support resources and culture. Ability refers to a user's skills and experience.
Finding The Voice of A Virtual Community of PracticeConnie White
Critical components for a successful Community of Practice (CoP) are that: 1) the community members have a space where their voice can be heard and that, (2) the proper technology is given to them to aid in this effort. We describe a Dynamic Delphi system under development which interprets the group’s voice in the creation of information during the initial start up phases when cultivating a CoP. Community members’ alternatives are explored, justified and debated over periods of time, and best reflect the group’s opinion at any moment in time where collective intelligence will be created from the interactions amongst group members. The system could handle a wide variety of types of decisions reflecting the diversity of goals given a CoP including emergency response actions, prediction markets, lobbying efforts, any sort of problem solving, making investment suggestions, etc. Pilot studies indicate that the group creates a greater number of better ideas. Ongoing studies are described, including applications to emergency management planning and response. They demonstrate that implementing a Dynamic Delphi system will prove conducive for building the initial repertoire of ideas, rules, policies or any other aspect of the community’s ‘voice’ that should be heard, in such a way that the individual voices are juxtaposed in harmony to create a single song.
My second homework for communication classKrishna Subedi
The document provides an introduction to mass communication and communication theories. It discusses definitions of mass communication, the role of media, and criteria for evaluating communication theories. Several theories related to mass communication are outlined, including agenda setting theory, cultivation theory, and diffusion of innovation theory. The document also discusses effects of mass media and how social networking services relate to mass communication through their ability to connect people globally and encourage cooperation.
This document discusses online civic engagement and deliberation platforms. It provides examples of online platforms used by various cities and counties for public participation in areas like planning, budgeting, and policymaking. It also discusses challenges of online deliberation like moderating discussions and ensuring diverse participation. Frameworks for evaluating public participation processes and platforms using criteria like information sharing, consultation, collaboration and decision-making power are presented.
This document discusses network data collection. It begins by providing examples of how social structure matters and influences outcomes. It then discusses different ways to detect social structure through network data collection, including small group questionnaires, large surveys, observations, and digital data scraping. The document outlines key network questions that can shape data collection, such as how networks form and their consequences. It also discusses sampling and defining network boundaries. Overall, the document provides an overview of network data collection methods and considerations.
1. The document discusses social network theory (SNT) and how it relates to Google. SNT analyzes relationships between individuals or objects and sees networks as having emergent behaviors. It began in psychology and sociology and focuses on describing social structures.
2. Google's search engine, PageRank, is based on SNT principles by analyzing the web as a social network of linked pages. PageRank assigns importance values to pages based on the importance of the pages linking to them. This personalized search using a user's social network.
3. The document predicts that Google could apply SNT more in its driverless cars and maps. Cars could form dynamic carpools based on users' social networks. Maps could
This document provides guidance on developing an effective research proposal. It begins by explaining the purpose of a research proposal and defining key terms. It then discusses important qualities like being engaging, directive, unique, holistic and keen. The document outlines typical parts of a research proposal like the rationale, statement of problem, methodology and references. Examples are provided for some sections. It emphasizes qualities like clarity, structure and avoiding duplication. Overall, the document aims to help researchers effectively plan and communicate their proposed study.
This document provides an overview of action research and organization development from the perspective of Peter Reason and Kate McArdle. It discusses their backgrounds and purposes in writing about this topic. The document then defines action research as a participatory, democratic process aimed at developing practical knowledge to address issues of importance to people and communities. It outlines several traditions and approaches within action research, including organizational change research, cooperative inquiry, and appreciative inquiry. It also discusses strategies of action research at the individual, small group, and organizational levels.
Do Doctoral Students Use an Online Network for Mentoring?Alana James
This is the first 6 months findings from a professor trying to implement an online social network for doctoral students that she mentors in education and business.
This document discusses word-of-mouth (WOM) communication and the key players that influence change through WOM networks. It examines three theories on influentials: the influentials hypothesis, which argues that a few key individuals influence others; the everyone hypothesis, which states that everyone can play the role of influencer; and the hub hypothesis, which focuses on well-connected individuals. While each theory provides insights, the reality is likely a combination. The document also explores why WOM can be difficult for marketers to access, such as the challenges of measuring offline conversations. It concludes by identifying areas for further research, such as better defining influential roles and comparing online and offline hubs.
This document describes a community-based participatory research (CBPR) project that developed digital animations to disseminate research findings on youth violence to the community. Researchers conducted a mixed-methods study to understand community youth perspectives on assets and stressors. They then worked with community partners and youth to develop animated vignettes portraying evidence-based violence prevention strategies. The process involved community input on dissemination strategies, translating research into vignettes, engaging artists and youth, developing storyboards, and finalizing the animations. The goal was to creatively disseminate findings to both youth and adults in the community in a way that engaged youth and built capacity.
This document discusses several topics related to online learning communities and knowledge creation, including social presence, social capital, connectors between learning networks, and designing collaborative activities. It proposes ideas for future research, such as identifying the roles of connectors, measuring their influence on learning outcomes, understanding the importance of strong and weak social ties, and designing online environments and activities that minimize technology problems and accommodate learner diversity. References are provided for many of the concepts and models discussed.
2007-JOSS-Visualizing the signatures of social roles in online discussion groupsMarc Smith
The document discusses identifying social roles in online discussion groups based on behavioral and structural signatures. It focuses on distinguishing the role of "answer people", who primarily respond to others' questions. Three signatures are identified for answer people: 1) responding to isolated members, 2) having few intense ties and triangles in their local networks, and 3) typically contributing only one or two messages per thread. Regression analysis shows these signatures strongly predict being an answer person, explaining 72% of variation. The study advances understanding of social roles and identification methods, which can benefit online community managers.
Social Network Analysis and collaborative learningFabio Nascimbeni
The presentation explore how network thinking and social network analysis can be useful to improve learners motivation and performance in collaborative learning settings.
social networking individual vs. crowd behavior (connected intelligence)INFOGAIN PUBLICATION
The study of Human behavior is much more complicated in various situations, especially on the spectrum of Social Networks. The study of individual behavior cannot be replicated for a group/crowd behavior which can have many social and behavioral dimensions. In the connected world where intelligence is shared among individuals and groups, there exists another kind of complexity which needs to be examined.The complexity of human behaviors as an individual or as a group on the social networks is much more versatile and erratic. The research work studies and analyzes these behaviors in a connected networked intelligent environment and as to how these behaviors are reflected towards Connected Intelligence. Consequently it defines how they can affect the intelligent analytical outcomes. Finally it comes up with a generic model which can be applied in any setup.
“무형의 대학”(The New Invisible College) 저자 C. Wagner 교수 초청특강Han Woo PARK
Caroline S. Wagner 박사
미국 오하이오주립대 교수 (현),
국제저명학술지 Science and Public Pollicy 편집위원장 (현)
미국 펜실베니아주립대 교수 (전), 미국랜드연구소 연구원(전)
영남대 제2인문관 201호(문파실), 2015. 10. 23. 금. 오후 3시~5시
주최: BK21+ 글로컬동아시아문화콘텐츠사업단/영남대 사이버감성연구소
문의: 영남대 동아시아문화학과 학과사무실(053-810-4505)
Mathematical Models of the Spread of Diseases, Opinions, Information, and Mis...Mason Porter
This is my general-audience talk at DiscCon III (2021 WorldCon).
My talk overlapped with the Hugo Award ceremony, but the video will be posted later on the DisCon website for attendees who want to see it.
2009-JCMC-Discussion catalysts-Himelboim and SmithMarc Smith
This study addresses 3 research questions in the context of online political discussions:
What is the distribution of successful topic starting practices, what characterizes the content
of large thread-starting messages, and what is the source of that content? A 6-month
analysis of almost 40,000 authors in 20 political Usenet newsgroups identified authors
who received a disproportionate number of replies. We labeled these authors ‘‘discussion
catalysts.’’ Content analysis revealed that 95 percent of discussion catalysts’ messages
contained content imported from elsewhere on the web, about 2/3 from traditional news
organizations. We conclude that the flow of information from the content creators to the
readers and writers continues to be mediated by a few individuals who act as filters and
amplifiers.
Relational Development & Interpersonal Communication In Computer Mediated Con...maxbury
This document summarizes research on how computer-mediated communication affects relational development. It discusses how social information processing theory explains that in computer-mediated contexts, verbal cues of affinity and issues of time (chronemics) become especially important for developing relationships due to the lack of in-person nonverbal cues. Some research has found similarities between online and in-person relationship development, but most research cited finds that self-disclosure of meaningful information through text is important for developing relational closeness and attraction when communication is mediated by computers rather than face-to-face. The document provides examples of studies that have examined how factors like depth and breadth of self-disclosure can influence relationship development in online contexts.
This document discusses how networks are changing social change and provides lessons on working wikily. It defines networks and outlines their benefits, such as building community, engaging people, advocating for policy change, coordinating resources, developing and sharing knowledge, innovating, and getting initiatives to scale. The document also discusses characteristics of healthy networks, network leadership, challenges leaders face, and lessons learned about experimenting and balancing bottom-up and top-down strategies in networks.
This document presents a conceptual framework for understanding the factors that drive knowledge sharing in crowdsourcing communities. It identifies two gaps in existing research: a focus on macro-level constructs over micro-level factors, and an overemphasis on motivation as the sole driver of behavior. To address these gaps, the framework applies a motivation-opportunity-ability (MOA) perspective to examine knowledge sharing at the individual level. It proposes that motivation, opportunity, and ability work together to influence a user's knowledge sharing. Motivation includes both intrinsic factors like learning and social benefits, as well as extrinsic rewards. Opportunity encompasses community support resources and culture. Ability refers to a user's skills and experience.
Finding The Voice of A Virtual Community of PracticeConnie White
Critical components for a successful Community of Practice (CoP) are that: 1) the community members have a space where their voice can be heard and that, (2) the proper technology is given to them to aid in this effort. We describe a Dynamic Delphi system under development which interprets the group’s voice in the creation of information during the initial start up phases when cultivating a CoP. Community members’ alternatives are explored, justified and debated over periods of time, and best reflect the group’s opinion at any moment in time where collective intelligence will be created from the interactions amongst group members. The system could handle a wide variety of types of decisions reflecting the diversity of goals given a CoP including emergency response actions, prediction markets, lobbying efforts, any sort of problem solving, making investment suggestions, etc. Pilot studies indicate that the group creates a greater number of better ideas. Ongoing studies are described, including applications to emergency management planning and response. They demonstrate that implementing a Dynamic Delphi system will prove conducive for building the initial repertoire of ideas, rules, policies or any other aspect of the community’s ‘voice’ that should be heard, in such a way that the individual voices are juxtaposed in harmony to create a single song.
My second homework for communication classKrishna Subedi
The document provides an introduction to mass communication and communication theories. It discusses definitions of mass communication, the role of media, and criteria for evaluating communication theories. Several theories related to mass communication are outlined, including agenda setting theory, cultivation theory, and diffusion of innovation theory. The document also discusses effects of mass media and how social networking services relate to mass communication through their ability to connect people globally and encourage cooperation.
This document discusses online civic engagement and deliberation platforms. It provides examples of online platforms used by various cities and counties for public participation in areas like planning, budgeting, and policymaking. It also discusses challenges of online deliberation like moderating discussions and ensuring diverse participation. Frameworks for evaluating public participation processes and platforms using criteria like information sharing, consultation, collaboration and decision-making power are presented.
This document discusses network data collection. It begins by providing examples of how social structure matters and influences outcomes. It then discusses different ways to detect social structure through network data collection, including small group questionnaires, large surveys, observations, and digital data scraping. The document outlines key network questions that can shape data collection, such as how networks form and their consequences. It also discusses sampling and defining network boundaries. Overall, the document provides an overview of network data collection methods and considerations.
1. The document discusses social network theory (SNT) and how it relates to Google. SNT analyzes relationships between individuals or objects and sees networks as having emergent behaviors. It began in psychology and sociology and focuses on describing social structures.
2. Google's search engine, PageRank, is based on SNT principles by analyzing the web as a social network of linked pages. PageRank assigns importance values to pages based on the importance of the pages linking to them. This personalized search using a user's social network.
3. The document predicts that Google could apply SNT more in its driverless cars and maps. Cars could form dynamic carpools based on users' social networks. Maps could
This document provides guidance on developing an effective research proposal. It begins by explaining the purpose of a research proposal and defining key terms. It then discusses important qualities like being engaging, directive, unique, holistic and keen. The document outlines typical parts of a research proposal like the rationale, statement of problem, methodology and references. Examples are provided for some sections. It emphasizes qualities like clarity, structure and avoiding duplication. Overall, the document aims to help researchers effectively plan and communicate their proposed study.
This document provides an overview of action research and organization development from the perspective of Peter Reason and Kate McArdle. It discusses their backgrounds and purposes in writing about this topic. The document then defines action research as a participatory, democratic process aimed at developing practical knowledge to address issues of importance to people and communities. It outlines several traditions and approaches within action research, including organizational change research, cooperative inquiry, and appreciative inquiry. It also discusses strategies of action research at the individual, small group, and organizational levels.
The document discusses the participatory approach (PA) to community development. It defines PA as actively involving community members in decision-making regarding projects and programs that affect them. The key concepts of PA include collaborative efforts led by community members to think and act independently to control their own development. Some principles of PA are inclusion, equal partnership, transparency, and empowerment. Participatory rural appraisal (PRA) tools like semi-structured interviews and mapping are discussed. PA aims to gather just enough information to make recommendations through techniques like triangulation of data sources.
A ROLE-ORIENTED APPROACH TO PROBLEM-SOLVINGJoe Andelija
The Role-Oriented Approach to Problem-Solving is a technique for organizing problem-solving activity into seven specialized roles that each represent a type of information. The roles provide a framework to structure information handling, communication, and behavior within a group. The technique was developed in the 1960s and has been applied to problems in various fields. It uses specialized roles, idea generation techniques, and group dynamics principles to facilitate creative and collaborative problem solving.
The Role-Oriented Approach to Problem-Solving is a technique for organizing problem-solving activity into seven specialized roles that each represent a type of information. The roles provide a framework to structure information handling, communication, and behavior within a group. The technique was developed in the 1960s and has been applied to problems in various fields. It uses specialized roles, idea generation techniques, and group dynamics principles to facilitate creative and collaborative problem solving.
^ Acadumy of Management Journal2001. Vol. 44. No. 2. 219-237.docxhanneloremccaffery
^ Acadumy of Management Journal
2001. Vol. 44. No. 2. 219-237.
A SOCIAL CAPITAL THEORY OF CAREER SUCCESS
SCOTT E. SEIBERT
MARIA L. KRAIMER
•̂ ' ' ' Cleveland State University
ROBERT C. LIDEN
University of Illinois at Chicago
A model integrating competing theories of social capital with research on career
success was developed and tested in a sample of 448 employees with various occupa-
tions and organizations. Social capital was conceptualized in terms of network struc-
ture and social resources. Results of structural equation modeling showed that net-
work structure was related to social resources and that the effects of social resources
on career success were hilly mediated by three network benelits: access to information,
access to resources, and career sponsorship.
Organizational researchers have begun to de-
velop increasingly comprehensive models of career
success using demographic, human capital, work-
family, motivational, organizational, and industry
variables (e.g., Dreher & Ash, 1990; Judge & Bretz,
1994: Judge, Cable. Boudreau, & Bretz. 1995; Kirch-
meyer, 1998). Although this work has provided
considerable evidence regarding the determinants
of career outcomes, the roles of informal interper-
sonal behaviors have not been fully explored (Judge
& Bretz, 1994; Pfeffer, 1989). Popular advice for
getting ahead in one's career rarely fails to mention
the importance of networking for the achievement
of career goals (e.g., Bolles, 1992; Kanter, 1977).
Indeed, Luthans, Hodgetts, and Rosenkrantz (1988)
found that the most successful managers in their
study spent 70 percent more time engaged in net-
working activities and 10 percent more time en-
gaged in routine communication activities than
their less successful counterparts. Recent advances
in social capital theory (Coleman, 1990) have begun
to provide a finer-grained analysis of the ways in-
dividuals' social networks affect their careers in
organizations (Burt, 1992, 1997; Ibarra, 1995;
Podolny & Baron, 1997; Sparrowe & Popielarz,
1995). This theoretical perspective has the poten-
Data were collected and the manuscript was submitted
and processed while Scott E. Seibert was in the Manage-
ment Department at the University of Notre Dame and
Maria L. Kraimer was a graduate student at the Univer-
sity of Illinois at Chicago. Support for this project was
provided by the Management Department at the Univer-
sity of Notre Dame and the Alumni Office of the Univer-
sity of Notre Dame. The current investigation is part of a
larger study of career success.
tial to considerably enhance scholars' knowledge of
the role of social processes in career success.
The first purpose of the current study was to
integrate the current conceptualizations of social
capital as they pertain to career success. Tbree dif-
ferent theoretical approaches—weak tie theory
(Granovetter, 1973), structural hole theory (Burt,
1992), and social resource theory (Lin, 1990)—
focus on different network properties as r.
Spread and scale - the role of change agentsHelen Bevan
The document discusses the roles of change agents and how to spread change effectively. It defines key terms like diffusion, spread, and scale. It identifies that change agents typically only need to influence 3% of people to drive 85% of change. The roles of innovators, adopters, and choreographers in change efforts are discussed. Principles for spreading change include making ideas actionable, connected, and extensible. Case studies show how change has been successfully spread through digital platforms, communities, and challenges. Developing the skills and mindsets of change agents to think more strategically and systemically over time is important for leading large-scale transformation.
- Contingency theory asserts that managers must consider all aspects of the current situation and react accordingly, as there is no universally best approach and the appropriate style depends on factors like the situation.
- Systems theory views organizations as complex systems composed of interrelated, interdependent parts that interact in uncertain ways. As organizations grow more complex, they seek more structure for stability until reaching a breaking point.
- Quantitative management prioritizes mathematical and statistical analysis as the basis for decisions.
MDRC Working Papers on Research Methodology In.docxARIV4
The New Chance demonstration project provided educational, social, and employment supports to teenage welfare recipients who had dropped out of high school. While quantitative data from the project found high dropout rates and low service participation, qualitative research in the form of 50 one-on-one interviews with program participants aimed to understand these issues from the participants' perspectives. The interviews explored how life experiences and contexts influenced participation in the program and later success. The qualitative research provided a richer understanding of the quantitative findings and participants' behaviors.
Spread and scale - the role of change agentsHelen Bevan
The document discusses the role of change agents in spreading innovations and transforming systems. It defines key concepts like diffusion, spread, and scale up. It emphasizes that successful spread efforts require understanding adopters' perspectives, building coalitions, leveraging connectors, and addressing system conditions. The roles of innovators, adopters, and choreographers are important. For change agents to develop, they need exposure to new thinking, stretch experiences, and strong networks. Design principles for spread include ideas being actionable, connected, and extensible. Case studies show how digital platforms and challenges can engage many change agents and spread ideas at scale. Developing the skills of change agents is important for transformation.
Discuss the concept that attitude and opinion change were consider.docxlynettearnold46882
Discuss the concept that attitude and opinion change were considered to be measures of personal. This was because they were assumed to be enduring. Is this assumption still applicable today? Why and how? .(chapter 8)
Attitude is an action toward or away from an attitude object. An opinion is the way people express their attitude or believe. This could be verbalized while attitudes possessed positive and negative drive value. Tow major of research was done by Hovland and Janis address Laswell model of interpersonal communication who says what to whom in what channel with what effect or outcome. In 1953, this was looking for cause and effect and how one elicits change on another.
Hovland, Kelly, and Janis argued attitude and opinion are enduring. They used three steps in order to determine whether attitude change occurred or not. They include attention, comprehension, and acceptance. Not every message that will catch people’s attention. When the message is complicated, it is hard to comprehend and understand. To make the change, individual should accept changes to avoid any regret later. To overcome this regrets we need to work hard to make sure that we carry out the right decisions and which we are comfortable in.
A research on persuasion involves four parts that are communicator, message, audience and response. Credibility goes hand in hand with the communicator's ability to persuade someone. People tend to do dangerous things when in a group than individually. Persuasion is more successful when the individuals are personally convinced r influenced by an absolute choice. Humans are expected to be active in a given task if they are more involved in the persuasion. Someone with an interest in something is more likely to be persuading over time. Using less effort than that who lacks in Personal Influence. The message and credibility are some of the main factors that affect the rate of influencing persons into something.
In the two-step flow of communication, an individual fundamentally influences the other. The media will be more efficient in eliciting change than any other channel. Its influence is indirect rather than direct. Opinion leaders also play a great role in persuading groups of people. It is out of the persuasion that the public makes a choice based on how convinced they are about these choices.
The basic categories which Hovland, Janis, Lumsdaine, and Sheffield addressed in their persusion research are communicator, content, audience and response. It considered central to attitude change. Hovland used Lasswell's formula of "who says what to whom with what effect."
The Communicator (Who) the group studied source credibility, looking at trustworthiness and expertness. They found that, while high-credibility communicators produced better amounts of attitude change, low-credibility communicators produced little attitude change. Another found, when a person with high-credibility gives false information, a person will dissocia.
This document provides an abstract for a thesis that explores how non-profit organizations use and misuse social media. The thesis analyzes how well social media allows non-profits to effectively communicate with supporters using concepts of framing and public spheres. It finds that while social media provides efficiency, most non-profits struggle to maintain multiple social media sites and keep content relevant due to limited resources. The document includes an introduction outlining the purpose and scope of the study, as well as chapters on literature review and methodology.
Social networks for knowledge management: the groups feature as a Personal Kn...Cleopatra Mushonga
Social networks have the potential to support personal and organizational knowledge management. This study investigated how social network groups promote personal knowledge management activities like knowledge sharing. A survey found that social network groups allow knowledge conversion between tacit and explicit knowledge through discussion and feedback. They also build trust between members from different organizations worldwide. However, the study was limited by not directly measuring the organizational impact of knowledge gained from social networks. Future research could examine how learning on social networks transfers to organizations.
Lectures: Scientists & Advocacy / Models of Science CommunicationMatthew Nisbet
Slides from class lectures and discussion in the American University course COM 589: "Communication, Culture and the Environment," Spring 2014.
http://climateshiftproject.org/com-589-communication-culture-and-the-environment-spring-2014/
World Civilization I Professor Cieglo Spring 2019 .docxdunnramage
World Civilization I
Professor Cieglo
Spring 2019
“Cracking the Maya Code” Assignment (15 Points)
DUE Thursday, March 7th by 11:59pm on Blackboard
Link to Documentary: https://www.youtube.com/watch?v=OQLG0RF5UZY
Link to Transcript: http://www.pbs.org/wgbh/nova/ancient/cracking-maya-code.html
Answer each of the three questions below with a minimum of 75 words per question (although you may
need more to fully answer one or more of the questions.) THIS ASSIGNMENT MUST BE SUBMITTED AS A
.WORD OR PDF attachment on Blackboard, or I will not accept it and you will receive a “0.” You can
number your answers 1, 2, and 3.
1) What was the common historical view of the Maya before their writing was deciphered?
2) How did the events of a) World War I and b) the Cold War influence J. Eric Thompson’s study of the
Maya? Be sure to explain the influence of BOTH World War I and the Cold War.
3) How did the decipherment of the Maya writing system change scholars’ understanding of the Maya
Civilization?
https://www.youtube.com/watch?v=OQLG0RF5UZY
http://www.pbs.org/wgbh/nova/ancient/cracking-maya-code.html
MK390 Marketing across Cultures – Individual Assignment 2 – 2018/19 – subject to external examiner approval
Tutors: Dr Keith Perks and Dr Carmen Lopez
Aims of the Assignment
· To enable students to learn about a new culture of their choice
· To explore the effects of a different culture on consumer attitudes and behaviour and how exporting firms can use this knowledge effectively
· To identify and review appropriate literature on culture and social media to apply relevant theories and concepts on consumer and exporting firms use of social media.
Assignment Brief
Select an overseas country of interest (but it cannot be the UK, your home country, or the main one selected for assignment 1). You should then address the following 4 points:
1. Based on the theories and concepts from the literature, describe, discuss and interpret what is known, in general, about consumers, customers and managers motivations and behaviour in the social media environment.
2. Using your research of what is known from the literature about social media discussed in point 1, critically evaluate and apply appropriate cultural theories and concepts to explain how and why they might affect motivations and behaviour in social media in your selected country.
3. From your findings discuss the implications of this knowledge of culture and social media for SME exporters.
4. Identify any future avenues for further research.
5. Conclusion
Marking Scheme
Marking criteria
Proportion of Marks
Secondary research
Use of relevant secondary data and research literature from a suitably wide range of sources, appropriately integrated, summarized and referenced (Harvard system).
25%
Relevant discussion, application and integration of knowledge and theories in the areas of culture and social media
Demonstration of a sound understanding of cultural .
The document discusses knowledge translation and the role of social networks in facilitating learning and behavior change. It covers various terms and approaches related to knowledge translation, including knowledge transfer, exchange, integration, and the knowledge-to-action process. Social networks are important for sharing knowledge through collaboration and building common understanding. Theories of social networks that are discussed include communities of practice, structural holes, balance, and homophily.
The document summarizes a presentation about effective strategies for economic and community development. It discusses how community change issues have become more complex over time as institutions have emerged to address them. Effective strategies are characterized by network structures, asset-based frameworks, iterative planning and implementation, inclusion of short-term goals, decentralized implementation, use of metrics to learn what works, high trust among participants, and readiness for change in the community. Ineffective strategies tend to have opposing characteristics.
Getting from Here to There: Eight Characteristics of Effective Economic & Com...
Jamie's FINAL poster
1. Strategic Opinion Leadership for the
Adoption and Diffusion of Cyberinfrastructure
Jamie McCain, Mona Sleiman, and Kerk Kee
Spring 2016, Chapman University; Orange, California
Introduction
For over a decade, the National Science
Foundation has been funding the development of
cyberinfrastructure (CI) to accelerate and promote
breakthrough research. CI can be considered a complex
system, involving a diverse network of interdependent
technologies, remote instruments, big datasets,
dispersed experts, diverse institutions, etc. (Kee,
2016). Implementation of CI allows for researchers to
keep up with computing demands of modern sciences
and big data; however, in order to advance CI,
organizations must strategically drive influence within
their organization.
Literature Review
The Diffusion of Innovations theory by Everett
Rogers (2003; here after referred to simply as diffusion
theory) is the most cited communication theory, and the
second most cited social science theory to date (Kee,
2016; Rice, 2009). Diffusion theory sets out to predict
adoption and diffusion through a complex model based
on innovation attributes, adopter categories, diffusion
networks, and opinion leadership. Specifically, this
investigation focuses on opinion leadership as it relates
to the diffusion of cyberinfrastructure.
Opinion leaders influence the attitudes, beliefs,
motivations, and behaviors of others (Valente &
Pumpuang, 2007). Individuals who are perceived as
credible, likeable, and trustworthy play key roles in
promoting behavior change (Rogers, 2003). Opinion
leaders who embody these characteristics have the
power to informally influence for or against a new
innovation. Opinion leaders remove barriers to change
and increase the rate of diffusion of innovations among
peers (Valente & Davis, 2007). It is important to note that
opinion leaders represent the norms and beliefs of their
community (Kee, in press) and therefore can be
considered “linkages” and “pipes” through which
influence flows within a social network. It is evident that
opinion leaders play a crucial role in informally
influencing adoption and diffusion within communities.
Past research has demonstrated the benefits of
utilizing opinion leadership as compared to other
interventions, (Flodgren et al., 2011). Although the
literature has defined opinion leaders as individuals who
spread the ideas of new innovations, there is limited
research on how to use opinion leadership as a strategy
to promote desired social change (Valente & Davis,
1999). Current research on opinion leadership tends to
suggest interventions at the stage of initial recruitment.
In order to extend this body of literature, this poster
focuses specifically on strategic approaches for
maximizing influence that will likely lead to actual
adoption. Therefore, we ask the research question,
“What are the different strategies that opinion leaders
can employ to promote CI adoption and diffusion?”
Methodology
This poster employed the grounded theory approach (Corbin & Strauss, 1990) and analyzed 15 interviews conducted with members in the e-science community, such as directors,
domain scientists, and PIs. Participants were from a diverse range of institutions and states across the U.S. Following a semi-structured protocol, interviews were conducted by telephone.
Guided by the stated research question, the co-authors performed multiple iterations of data analysis and literature integration, yielding preliminary findings presented in this poster.
Findings
Storytelling
Narrative Engagement theory uses narratives to
target and shape cognition and decision-making
(Miller-Day & Hecht, 2013). Furthermore, Browning
and Morris (2012) emphasizes how stories affect the
structure of organizations. Through conversational
messages, opinion leaders then influence attitudes
and behavioral changes (Kelly, 2004).
• “Letting people know what they can take advantage of
and tailoring the message to their particular use cases
so that they can understand the benefits of actually
taking advantage of the CI or ACI [Division of Advanced
Cyberinfrastructure]. I think that is the first step—
bringing the message home to their subject matter that
they can understand the impact CI can have on their
work, their role, their teaching and education.”
(Administrator, MA, 3/31/16)
• “We have evolved our presentation from the beginning
to spending a lot of work in the last eighteen methods to
getting a lot of good examples that we can pick up if we
know the audience we’re talking to…so you got to be
really careful in tailoring a pitch to them and picking the
examples.” (Administrator, Washington D.C., 4/13/16)
Teach-to-Fish
The Teach-to-fish strategy highlights how opinion
leaders facilitate and train others to adopt an
innovation. Opinion leaders may also operate as
facilitators, as facilitators may also be opinion leaders
(Kitson et al., 1998). These advocates have experience
with the use of the innovations and can help spread
influence about the innovations as well (ACI-REF,
2016).
• “The ones that tend to do best are the ones that also
invest in human resources to a company in CI. So if you
have a great cluster but you have nobody in person that
can help when people get stuck... it’s going to be much
harder. You may not have a great resource but at least
you have someone to get them through the hoop”
(Facilitator, SC, 4/06/16)
• “Outreach is the recruitment end--- that means we go
out to conferences; we do campus visits and give them
that initial first presentation and discussion about what
XSEDE offers and national resources. Maybe we can
tell them about local resources or regional sources. But
that’s the initial--here is CI and this is what it can do for
you kind of talk. That is the recruitment where you get
their attention, and they say “Maybe that’s applies to my
research” (Administrator, Washington D.C., 4/13/16)
One-to-Many
The one-to-many strategy offers recognized opinion
leaders to connect to community members in order
to accelerate diffusion of innovation (Valente &
Davis, 1999). Also these influential leaders are
positioned within their community and use
interpersonal communication to link the flow of
information (Flodgren et al., 2011). This strategy
enables an opinion leader to spread information to
many members in their community.
• “A few years ago we decided that it would be better to
have a single point person to deal with new users as
well as become more proactive in reaching to new users
or potential users of our systems.” (Administrator, UT,
4/06/16)
• “Identify the key individuals in labs that are the ones that
are the early adopters but the lab itself is a laggard, and
scale that early that adopter so that they can help their
community. By doing that you help broader group of
people and by that our project is able to reach more
meaningfully to a bigger community. But If you don’t
have that one individual or a handful of individuals in
that lab the energy to bring everyone up to that level of
understanding and adoption is much much higher.”
(Technologist, AZ, 4/29/16)
Conclusion
This investigation offers three strategic approaches that opinion leaders can utilize to accelerate adoption and diffusion of new innovations: narrative theory, teach-to-fish, and
one-to-many. Collectively, these three approaches are interrelated and can be employed to navigate the channels of influence within any given community. Adapted from Miller-Day
and Hecht (2013), these channels of influence are: from peers, to peers, and through peers. Opinion leaders are members within their community and therefore considered peers
(Dearing, 2009; Valente & Pumpuang, 2007). Through the channels of influence, information starts from peers, in that opinion leaders construct a personal narrative about their
experience using a new innovation. Consequently , these opinion leaders spread this message to peers, recruit opinion leaders, and teach them how to use the innovation. Through
recruitment, the original opinion leaders utilize the teach-to-fish approach in that this new group will continue to influence other peers. Ultimately, the innovation spreads through
peers, as one opinion leader influences many other peers in their circles; strategically, opinion leaders should employ the one-to-many strategy in this phase of diffusion. Through
the approach of from peers, to peers, and through peers, opinion leaders have the potential to influence fellow community members. Opinion leaders of the e-science community
can utilize the strategies of narrative theory, teach-to-fish, and one-to-many in influencing their peers to adopt CI. If these strategies are implemented successfully, CI will gain
increasing momentum in the research community.
References
Browning, L. D., & Morris, G. H. (2012). Stories of Life in the Workplace: An Open Architecture
for Organizational Narratology. New York, NY: Routledge.
Corbin, J. M., & Strauss, A. (1990). Grounded theory research: Procedures, canons, and
evaluative criteria. Qualitative sociology, 13(1), 3-21.
Dearing, J. W. Applying Diffusion of Innovation Theory to Intervention Development. Research
on social work practice. 2009;19(5):503-518. doi:10.1177/1049731509335569.
Flodgren, G., Parmelli, E., Doumit, G., Gattellari, M., O’Brien, M. A., Grimshaw, J., & Eccles, M.
P. (2011). Local opinion leaders: effects on professional practice and health care
outcomes. The Cochrane Database of Systematic Reviews, (8), CD000125. Advance
online publication. http://doi.org/10.1002/14651858.CD000125.pub
Kee, K. F. (forthcoming). Adoption and diffusion. In C. Scott, & L. Lewis (Eds.), International
encyclopedia of organizational communication. Hoboken, NJ: Wiley-Blackwell.
Kee, K. F., Cradduck, L., Blodgett, B., & Olwan, R. (2011). Cyberinfrastructure inside out:
definition and influences shaping its emergence, development, and implementation in
the early 21st century.
Kelly, J, (2004). Popular opinion leaders and HIV prevention peer education: resolving
Discrepant findings, and implications for the development of effective community
programmes. AIDS Care, 16(2), 139-150.
Kitson, A., Harvey, G., McCormack, B., (1998). Enabling the implementation of evidence based
practice: a conceptual framework. Quality in Health Care, 7, 149-158.
(http://qualitysafety.bmj.com/content/7/3/149.full.pdf+html)
Miller-Day, M., & Hecht, M. L. (2013). Narrative means to preventative ends: A narrative
engagement framework for designing prevention interventions. Health communication,
28(7), 657-670. DOI: 10.1080/10410236.2012.762861
Publicizing ACI Availability and Usage. (2016, April 29). Retrieved from
http://acief.github.io/facilitation_best_practices/activities/02-outreach/
Rice, R. E. (2009). Diffusion of innovations: Theoretical extensions. In R. Nabi & M. B. Oliver
(Eds.), Handbook of media effects. Thousand Oaks, CA: Sage.
Rogers, E. M. (2003). Diffusion of innovations. New York: Free Press.
Valente, T. W., & Davis, R. L. (1999). Accelerating the diffusion of innovations using opinion
leaders. The Annals of the American Academy of Political and Social Science, 566(1),
55-67.
Valente, T. W., & Pumpuang, P. (2007). Identifying Opinion Leaders to Promote Behavior
Change. Health Education & Behavior, 34(6), 881-896
This material is based upon work supported by the National Science Foundation under Grant No. #1453864. IRB Approved: #1516H017. This poster was presented on May 11, 2016 at the Chapman University Student Research Day, Orange, CA