What do you know?


Article in the Financial Times by Eric Openshaw John Hagel: “Talent holds the key to company performance. From business units to Finance to IT, getting the right skills to the right place at the right time is a constant challenge. Now consider that workplace technologies are becoming obsolete faster, and the useful life of many skills is shorter. Workers at all levels need to be able to learn and relearn rapidly to adapt to and anticipate changing demands. Recruitment and retention initiatives can’t address the need, nor can standardised training programs and knowledge management.
New technologies offer an opportunity to rethink both talent development and traditional knowledge management and integrate learning directly into the daily work experience. Virtual platforms enable workers to connect with each other to solve problems across distributed work settings and beyond organisational boundaries.
The preponderance of sensors and advanced analytics today make it more possible than ever to collect and share individual’s real-time performance in a variety of settings. Sensors and the integration of social platforms into work allows for knowledge and experiences to be captured automatically, as they occur, rather than depending on compliance and coerced participation to populate reputation profiles and knowledge management databases. These technologies support rich, context-specific learning and participation driven by momentum as users discover and create value.
Training programs and knowledge management have a place, but they may not deliver the skilled workers needed to the right place and time in a rapidly changing environment. Pre-developed content quickly becomes obsolete or lacks the context to make it relevant to the individual. Perhaps more importantly, classroom training and knowledge databases tend to focus on the commonalities between work, the standard processes and practices, when in fact workers spend most of their days dealing with the exceptions that don’t fit into the standard processes and systems, whether it’s a one-off shipping request or a customer who can’t make your software work with their hardware. Workers typically get better at handling the non-standard aspects of their work through on-the-job experience…

In a recent paper, we detailed nine principles that help to create the type of environment that fosters learning and improvement. The following three principles demonstrate how technology can play an important role in enabling this on-the-job learning and in amplifying the learning, especially across a virtual workforce.

Real-time feedback for individuals and teams. For workers to improve performance and learn what works or doesn’t work, they need to have a context-specific understanding of what is expected and how they are doing relative to others, in the moment rather than three- or six-months down the line.
At virtual call-centre LiveOps, the independent agents see customer and program-specific metrics on an online dashboard. These metrics define the level of performance necessary for agents to remain eligible to take calls for a program and are continuously updated, providing real-time feedback after each call so that agents can see how they are doing relative to their peer group and where they can improve. This level of performance data transparency creates a meritocracy, as agents are compared to their peers and rewarded based on their relative performance.
Smart capture and share. In any work setting, a great deal of information is generated and exchanged in meetings, conversations, instant messages, and email. Easy access to that information helps foster collaboration, solve problems, and improve business processes. At SAP Community Network (SCN), intelligent cataloguing of insights from discussion forums, tagged for searchability, helps make the right information available at the right time to those who need it without requiring the burdensome documentation associated with typical knowledge management. Other users can search for solutions in the context of the original problem posed, as well as through related discussions that may have led to an ultimate solution. Instead of days of internal debate or experimentation, the typical time to receive a response is 17 minutes.
Helping workers make relevant connections. In a typical organisation, physical or virtual, it can be difficult to know who everyone is and what their experience, expertise, and interests are, and the typical knowledge and resource management tools that require individuals to maintain profiles rarely see the level of continuing compliance and participation to make them useful. Instead, workers tend to fall back on relationships. They seek help and learn from those already known to them.
Now, virtual platforms, such as the one used by Odesk, a global online workplace, automatically generate detailed, up-to-date profiles. These profiles include the contractor’s cumulative and historical ratings and hourly wages for each completed project as well as the scores for any tests or certifications. The same type of automatic, action-based reputation profiles can be used internally to facilitate assessing and connecting with the right co-workers for the job at hand…”

How to Start Thinking Like a Data Scientist


Thomas C. Redman in Harvard Business Review Blog: “Slowly but steadily, data are forcing their way into every nook and cranny of every industry, company, and job. Managers who aren’t data savvy, who can’t conduct basic analyses, interpret more complex ones, and interact with data scientists are already at a disadvantage. Companies without a large and growing cadre of data-savvy managers are similarly disadvantaged.
Fortunately, you don’t have to be a data scientist or a Bayesian statistician to tease useful insights from data. This post explores an exercise I’ve used for 20 years to help those with an open mind (and a pencil, paper, and calculator) get started. One post won’t make you data savvy, but it will help you become data literate, open your eyes to the millions of small data opportunities, and enable you work a bit more effectively with data scientists, analytics, and all things quantitative.
While the exercise is very much a how-to, each step also illustrates an important concept in analytics — from understanding variation to visualization.
First, start with something that interests, even bothers, you at work, like consistently late-starting meetings. Whatever it is, form it up as a question and write it down: “Meetings always seem to start late. Is that really true?”
Next, think through the data that can help answer your question, and develop a plan for creating them. Write down all the relevant definitions and your protocol for collecting the data. For this particular example, you have to define when the meeting actually begins. Is it the time someone says, “Ok, let’s begin.”? Or the time the real business of the meeting starts? Does kibitzing count?
Now collect the data. It is critical that you trust the data. And, as you go, you’re almost certain to find gaps in data collection. You may find that even though a meeting has started, it starts anew when a more senior person joins in. Modify your definition and protocol as you go along.
Sooner than you think, you’ll be ready to start drawing some pictures. Good pictures make it easier for you to both understand the data and communicate main points to others. There are plenty of good tools to help, but I like to draw my first picture by hand. My go-to plot is a time-series plot, where the horizontal axis has the date and time and the vertical axis has the variable of interest. Thus, a point on the graph below (click for a larger image) is the date and time of a meeting versus the number of minutes late….”

The value and challenges of public sector information


A paper by M. Henninger in Cosmopolitan Civil Societies: An Interdisciplinary Journal: “The aim of this paper is to explore the concept of public sector information (PSI), what it is, its history and evolution, what constitutes its corpus of documents and the issues and challenges it presents to society, its institutions and to those who use and manage it. The paper, by examining the literatures of the law, political science, civil society, economics and information and library science explores the inherent tensions of access to and use of PSI—pragmatism vs. idealism; openness vs. secrecy; commerce vs. altruism; property vs. commons; public good vs. private good. It focusses on open government data (OGD)—a subset of what is popularly referred to as ‘big data’—its background and development since much of the current debate of its use concerns its commercial value for both the private sector and the public sector itself. In particular it looks at the information itself which, driven by technologies of networks, data mining and visualisation gives value in industrial and economic terms, and in its ability to enable new ideas and knowledge.”

Crowdsourcing as Lego: Unpacking the Building Blocks of Crowdsourcing Collaboration Processes


Paper by Cuong Nguyen,  Onook Oh, David Kocsisand Gert-Jan Vreede:  “Crowdsourcing refers to the use of technologies to gather the collective effort and wisdom from an undefined group of online users for organizational innovation and/or problem solving. While the idea holds a lot of potential, its implementation can be thwarted by an ill design and management of the collaboration processes. Therefore, studies on crowdsourcing collaboration processes are important for the advancement of the field. We argue that studying this aspect of crowdsourcing can benefit from the modular view of collaboration processes provided by Vreede et al.’s (2009) six collaboration pattern framework. We propose to analyze current popular crowdsourcing websites through this framework and perform cluster analyses. We expect that our study will provide insights into existing practices of crowdsourcing collaboration and inform future research on crowdsourcing collaboration.”

Policy making 2.0: From theory to practice


Paper by E. Ferro, EN Loukis, Y. Charalabidis, and M. Osella in Government Information Quarterly: “Government agencies are gradually moving from simpler towards more sophisticated and complex practices of social media use, which are characterized by important innovations at the technological, political and organizational level. This paper intends to provide two contributions to the current discourse about such advanced approaches to social media exploitation. The first is of practical nature and has to do with assessing the potential and the challenges of a centralized cross-platform approach to social media by government agencies in their policy making processes. The second contribution is of theoretical nature and consists in the development of a multi-dimensional framework for an integrated evaluation of such advanced practices of social media exploitation in public policy making from technological, political and organizational perspectives, drawing from theoretical constructs from different domains. The proposed framework is applied for the evaluation of a pilot consultation campaign conducted in Italy using multiple social media and concerning the large scale application of a telemedicine program.”

Generating Value from Open Government Data


New paper by Thorhildur JetzekMichel Avital, and Niels Bjørn-Andersen: “A driving force for change in society is the trend towards Open Government Data (OGD). While the value generated by OGD has been widely discussed by public bodies and other stakeholders, little attention has been paid to this phenomenon in the academic literature. Hence, we developed a conceptual model portraying how data as a resource can be transformed to value. We show the causal relationships between four contextual, enabling factors, four types of value generation mechanisms and value. We use empirical data from 61 countries to test these relationships, using the PLS method. The results mostly support the hypothesized relationships. Our conclusion is that if openness is complemented with resource governance, capabilities in society and technical connectivity, use of OGD will stimulate the generation of economic and social value through four different archetypical mechanisms: Efficiency, Innovation, Transparency and Participation.”

An Experiment in Hiring Discrimination Via Online Social Networks


Paper by Acquisti, Alessandro and Fong, Christina: “Surveys of U.S. employers suggest that numerous firms seek information about job applicants online. However, little is known about how this information gathering influences employers’ hiring behavior. We present results from two complementary randomized experiments (a field experiment and an online experiment) on the impact of online information on U.S. firms’ hiring behavior. We manipulate candidates’ personal information that is protected under either federal laws or some state laws, and may be risky for employers to enquire about during interviews, but which may be inferred from applicants’ online social media profiles. In the field experiment, we test responses of over 4,000 U.S. employers to a Muslim candidate relative to a Christian candidate, and to a gay candidate relative to a straight candidate. We supplement the field experiment with a randomized, survey-based online experiment with over 1,000 subjects (including subjects with previous human resources experience) testing the effects of the manipulated online information on hypothetical hiring decisions and perceptions of employability. The results of the field experiment suggest that a minority of U.S. firms likely searched online for the candidates’ information. Hence, the overall effect of the experimental manipulations on interview invitations is small and not statistically significant. However, in the field experiment, we find evidence of discrimination linked to political party affiliation. Specifically, following the Gallup Organization’s segmentation of U.S. states by political ideology, we use results from the 2012 presidential election and find evidence of discrimination against the Muslim candidate compared to the Christian candidate among employers in more Romney-leaning states and counties. These results are robust to controlling for firm characteristics, state fixed effects, and a host of county-level variables. We find no evidence of discrimination against the gay candidate relative to the straight candidate. Results from the online experiment are consistent with those from the field experiment: we find more evidence of bias among subjects more likely to self-report more political conservative party affiliation. The online experiment’s results are also robust to controlling for demographic variables. Results from both experiments should be interpreted carefully. Because politically conservative states and counties in our field experiment, and more conservative party affiliation in our online experiment, are not randomly assigned, the result that discrimination is greater in more politically conservative areas and among more politically conservative online subjects should be interpreted as correlational, not causal.”

Selected Readings on Crowdsourcing Funds


The Living Library’s Selected Readings series seeks to build a knowledge base on innovative approaches for improving the effectiveness and legitimacy of governance. This curated and annotated collection of recommended works on the topic of crowdsourcing was originally published in 2013.

Crowdsourcing funds, or crowdfunding, is an emerging method for raising money that allows a wide pool of people to make small investments, gain access to ideas and projects they feel personally connected to, and spur growth in small businesses and social ventures. Popular crowdfunding platforms like Kickstarter and Indiegogo helped bring the practice into the public consciousness. Now, civic crowdfunding platforms like Citizinvestor and Spacehive are helping to apply this innovative funding model already in use for helping to fund artists, charities and inventors to help address public concerns traditionally considered under government’s purview.

Crowdfunding has also received recent attention from policymakers in the US through the US Securities JOBS Act, which provides an exemption from the registration requirements for offerings of securities by a company made through an SEC registered Crowdfunding Platform.

Selected Reading List (in alphabetical order)

Annotated Selected Reading List (in alphabetical order)

Aitamurto, Tanja. “The Impact of Crowdfunding on Journalism.” Journalism Practice 5, no. 4 (2011): 429–445. http://bit.ly/1bk4wNI.

  • This article analyzes the impact of crowdfunding on journalism, where, “readers’ donations accumulate into judgments about the issues that need to be covered.”
  • Aitamurto’s central findings inspire optimism regarding the potential of crowdfunding for the public good. She finds that, “From the donor’s perspective, donating does not create a strong relationship from donor to journalist or to the story to which they contributed;” rather, “[t]he primary motivation for donating is to contribute to the common good and social change.”

Baeck, Peter and Liam Collins. Working the Crowd: A Short Guide to Crowdfunding and How It Can Work for You. Nesta, May 2013. http://bit.ly/Hkl3rx.

  • This report “aims to give a quick overview of crowdfunding, the different versions of the model and how they work.”
  •  The authors list four technological innovations that have contributed to the growth of modern crowdfunding:
    • An online place for pitches
    • Moving your money with a click
    • The social engine
    • Fueling campaigns with algorithms
  • Baeck and Collins consider public and social projects to be one of the areas where crowdfunding can have a significant impact. They argue that civic crowdfunding “has the potential to disrupt how money for charitable causes is sourced and how public services and spaces are used and paid for.”

Best, Jason, Sherwood Neiss and Davis Jones. “How Crowdfund Investing Helps Solve Three Pressing Socioeconomic Challenges.” Crowdfunding PR, Social Media & Marketing Campaigns. http://bit.ly/1aaTGwQ.

  • This paper outlines the forces driving the widespread use of crowdfund investing, namely social media, the existence of funding systems that marginalize people outside of major urban centers and the ability of people to function remotely from their work spaces.
  • The authors also discuss a number of public-facing benefits of crowdfund investing:
    • Crowdfund Investing Creates Jobs
    • Bringing capital in off the sidelines for use by small businesses
    • Funding entrepreneurs everywhere
    • Capital no longer for the chosen few
    • Crowdfund Investing Grows GDP
    • Reduction in the failure rate of small businesses
    • Crowd monitoring reduces agency costs

De Buysere, Kristof, Oliver Gajda, Ronald Kleverlaan, Dan Marom, and Matthias Klaes. A Framework for European Crowdfunding, 2012. http://bit.ly/1aaTFsE.

  • This paper seeks to provide a “concise overview of the state of crowdfunding in Europe, with the aim of establishing policy and a distinct framework for the European crowdfunding industry,” which the authors believe, “will aid in the economic recovery of Europe.”
  • The authors, in their advocacy for greater crowdfunding opportunities for businesses in Europe, provide a rationale for the practice that also helps demonstrate the potential benefits of greater crowdfunding opportunities within government. They argue that, “Crowdfunding can offer unique support for budding and existing entrepreneurs on multiple levels. No other investment form, be it debt or equity, can provide the benefits of pre-sales, market research, word-of-mouth promotion, and crowd wisdom without additional cost.”

Hollow, Matthew. “Crowdfunding and Civic Society in Europe: A Profitable Partnership?” Open Citizenship 4, no. 1 (May 20, 2013). http://bit.ly/1cgzefL.

  • In this paper, Hollow explores the rise of crowdfunding platforms (CFPs), particularly related to civil society. He notes that, “[f]or civil society activists and others concerned with local welfare issues, the emergence of these new CFPs has been hugely significant: It has opened up a new source of funding when governments and businesses around the world are cutting back on their spending.”
  • Hollow argues that, “aside from their evident financial and economic benefits, CFPs also have the capacity to help foster and strengthen non-parliamentary democratic structures and practices. As such, they should be supported and encouraged as part of a framework of further European democratization and civic integration.”

Mollick, Ethan R. “The Dynamics of Crowdfunding: An Exploratory Study.” Journal of Business Venturing (June 26, 2013). http://bit.ly/1aaTJIV.

  • This paper “offers a description of the underlying dynamics of success and failure among crowdfunded ventures,” focusing on how personal networks and the project quality and viability have an impact on the success of crowdfunding efforts.
  • Mollick also highlights how other factors, like the geography of the project, design choices made by crowdfunding sites and developments in technology in this space all have an influence on the relationship between backers and project founders.
  • The paper finally demonstrates that projects that succeed do so by a small margin and those that fail seemingly by a large margin suggesting the influence of social bias and crowd influence.

Stemler, Abbey R. “The JOBS Act and Crowdfunding: Harnessing the Power—and Money—of the Masses.” Business Horizons 56, no. 3 (May 2013): 271–275. http://bit.ly/1ih9lts.

  • This paper discusses the Jumpstart Our Business Startups (JOBS) Act signed into law by President Obama in 2012, with a specific focus on the CROWDFUND Act, which enables entrepreneurs and small business owners to sell limited equity in their companies to a “crowd” of investors.
  • The objective of the Act is to exempt crowdfunding from registration requirement costs, allowing the potential of equity-based funding to be realized, by creating a pathway for underfunded entrepreneurs to access otherwise inaccessible streams of funding.
  • Stemler argues that the Act helps to legitimize crowdfunding as a community-building and fundraising tool for the business community, and also helps build better relationships between small business owners and government.

The Law of 'Not Now'


Paper by Cass Sunstein and Adrian Vermeule: “Administrative agencies frequently say “not now.” They defer decisions about rulemaking or adjudication, or decide not to decide. When is it lawful for them to do so? A substantial degree of agency autonomy is guaranteed by a recognition of resource constraints, which require agencies to set priorities, often with reference to their independent assessments of the relative importance of legislative policies. Unless a fair reading of congressional instructions suggests otherwise, agencies may also defer decisions because of their own policy judgments about appropriate timing. At the same time, agencies may not defer decisions, or decide not to decide, if Congress has imposed a statutory deadline, or if their failure to act amounts to a circumvention of express or implied statutory requirements, or amounts to an abdication of the agency’s basic responsibility to promote and enforce policies established by Congress.”

Why We Engage: How Theories of Human Behavior Contribute to Our Understanding of Civic Engagement in a Digital Era


New paper by Gordon, Eric and Baldwin-Philippi, Jessica and Balestra, Martina: “…Just as the rapidly evolving landscape of connectivity and communications technology is transforming the individual’s experience of the social sphere, what it means to participate in civic life is also changing, both in how people do it and how it is measured. Civic engagement includes all the ways in which individuals attend to the concerns of public life, how one learns about and participates in all of the issues and contexts beyond one’s immediate private or intimate sphere. New technologies and corresponding social practices, from social media to mobile reporting, are providing different ways to record, share, and amplify that attentiveness. Media objects or tools that impact civic life can be understood within two broad types: those designed specifically with the purpose of community engagement in mind (for instance, a digital game for local planning or an app to give feedback to city council) or generic tools that are subsequently appropriated for engaging a community (such as Twitter or Facebook’s role in the Arab Spring or London riots). Moreover, these tools can mediate any number of relationships between or among citizens, local organizations, or government institutions. Digitally mediated civic engagement runs the gamut of phenomena from organizing physical protests using social media (e.g., Occupy), to using digital tools to hack institutions (e.g., Anonymous), to using city-produced mobile applications to access and coproduce government services, to using digital platforms for deliberating. Rather than try to identify what civic media tools look like in the midst of such an array of possibilities (by focusing on in depth examples or case studies), going forward we will instead focus on how digital tools expand the context of civic life and motivations for engagement, and what participating in civic life looks like in a digital era.
We present this literature review as a means of exploring the intersection of theories of human behavior with the motivations for and benefits of engaging in civic life. We bring together literature from behavioral economics, sociology, psychology and communication studies to reveal how civic actors, institutions, and decision-making processes have been traditionally understood, and how emerging media tools and practices are forcing their reconsideration.