Sustainable labour market integration: challenges and advancements in algorithmic profiling of jobseekers

By Clément Brébion and Janine Leschke

◦ 5 min read 

The number of countries that are using algorithms to profile jobseekers has been on the rise since the 1990s. Algorithmic profiling aims at identifying individuals with little counselling needs, and those for whom intensive counselling and active labour market policies (ALMP) are expected to have the largest returns. The ultimate goal is to target services and thereby expenditures towards the latter. In a dual context of budget constraints and of technological innovations (which makes it possible to build and analyse large register databases), profiling algorithms are increasingly seen as an important vehicle to identify and target those unemployed who are most likely to become long-term unemployed. In an EU-funded project, HECAT – Disruptive Technology Supporting Labour Market Decision Making, we question this consensus. The goal of the project is to go beyond state-of-the-art profiling tools and develop a tool that will allow jobseekers and counsellors to get a snapshot of their labour market situation and a better sense of their labour market options.

State-of-the-art statistical profiling tools carry important shortcomings. One of them relates to the outcome category when used for defining the profiling categories. Most profiling algorithms approach jobseekers’ needs for counselling and for training programs by measuring their likelihood to remain unemployed for more than 6 or sometimes, 12 months. Usually, any type and length of employment spell is counted as a successful exit from unemployment in these models. Research on the causes and consequences of long-term unemployment (LTU) is extensive and we know that an early identification of the jobseekers that are likely to fall into LTU to take action at the earliest stage possible is key.

However, the mere focus on exits towards any type of employment is problematic. On individual grounds first, it disregards the agency of the unemployed by ignoring her lived experience of unemployment and wishes and aspirations for future labour market integration. Second, such a focus on exits without job quality in focus, can also be dysfunctional and inefficient both from the perspective of the individual and the PES as unsustainable labour market integration is likely to lead to vicious circles where people circle between (short-term) employment and unemployment.

In order to address this shortcoming, in deliverable 2.1 of the HECAT project, we discuss the scope for using job quality information in profiling and job matching tools. We develop a list of 24 items covering 7 dimensions that we see important to take into account to meet SDG (sustainable development goal) 8 on decent jobs and economic growth [1]. We do so by drawing on established job quality indices (e.g. here and here).

By putting the quality of jobs in focus, such an approach provides a more complete and sustainable vision of the labour market to the unemployed and the job counsellors and thereby increase their agency.

As we outline in the deliverable there are a number of challenges with this approach. This includes the high complexity of multi-dimensional job quality indices in view of an efficient and usable counselling and visualisation tool as well as a lack of sufficiently detailed job quality indicators on the level of occupations or sectors.

As regards data protection and data privacy, profiling algorithms also carry the risk of being in conflict with the GDPR and the case law of the European Court of Human Rights and the Court of Justice of the European Union. Importantly, these legal bases provide no ready-made ‘checklist’ as to which data can be used, nor which algorithms can be implemented. Impact assessment of algorithmic profiling or job matching tools based on algorithms must therefore take place on a case-by-case basis that takes into account the impact of the algorithm on the citizens. Governments most often disregard the need for these impact analyses and entire profiling algorithm are therefore at risk of being shut down, such as in the Austrian case in 2020.

Impact assessments should first stress the necessity of using privacy-violating profiling algorithms. This can be justified in order to comply with a legal obligation to which the public authority is subject or for the performance of a task carried out in the public interest. The proportionality and fairness of profiling algorithms must also be checked and ensured. Proportionality relates to whether the ends justify the means.

For instance, collecting and analysing data carries a cost, in terms of privacy, which must be compensated by clear gains in accuracy. One should therefore not feed the algorithm with variables that have little explanatory power. Fairness concerns imply that one should ensure that profiling algorithms are not discriminatory. This is not straightforward. Profiling algorithms classify the unemployed based on the typical behaviour observed among other jobseekers with similar characteristics. As a result, individuals from social groups that are traditionally the least attached to the labour market will be profiled as high-risk individual more often than the rest.

While this behaviour of profiling algorithms seems intuitive, research has found that among jobseekers who happen to quickly find a job, those from foreign origin are more likely to be misclassified as high-risk individuals ex-ante than natives.

The fairness condition therefore seems hard to meet for profiling algorithms. Last, profiling algorithms should only use data that is up to date and relevant and, importantly, one should ensure that jobseekers and PES counsellors who use the algorithm have a good understanding of its functioning and limitations. 

Whether or not the use of an algorithm is legal must be continually assessed before, during and after development and implementation. In a working paper based on deliverable 2.2 of the HECAT project, we therefore propose a model for designing algorithms to sum up these considerations. The model is circular in order to illustrate that the assessment should be continually updated.

A proposed model for designing algorithms 
Source: Working paper based on HECAT deliverable 2.2
“Working with not on the unemployed”

Given these shortcomings of state of the art profiling tools, our European project HECAT puts the unemployed persons and their aspirations and needs centre-stage. It aims at building a sustainable digital platform “My Labour Market” which provides both information on the estimated length of time before one exits the unemployment record and a visualisation of labour market opportunities according to one’s job quality preferences. This digital platform, to be piloted at the Public Employment Services in Slovenia, builds on extensive sociological fieldwork on unemployed persons and case workers. This tool will not sort jobseekers into profiling groups associated with specific services and labour market measures. Instead, we believe that well-informed jobseekers will make the best choices for themselves.


[1] The dimensions are: pay and other rewards, intrinsic characteristics of work, terms of employment, health and safety, work-life balance, representation and voice, distance to work.


Further readings

HECAT, deliverables 2.1: https://hecat.eu/wp-content/uploads/2021/11/Deliverable_2_1_final-2.pdf

HECAT, Deliverable 2.2: https://hecat.eu/wp-content/uploads/2021/05/Deliverable-2.2-v.7-RR_final.pdf


About the Authors

Clément Brébion, postdoctoral researcher, received his PhD in economics in November 2019 from the Paris School of Economics. His main research interests are labour economics, economics of education and industrial relations. He has a particular interest into comparative research. More recently, he started working on the EU H2020 project HECAT that aims at developing and piloting an ethical algorithm and platform for use by PES and jobseekers.

Janine Leschke, political scientist, is prof MSO in comparative labour market analysis. Her research interests comprise issues such atypical work, job quality, labour mobility and migration, youth unemployment, as well as gender. She is currently the Danish lead partner in the Horizon 2020 project HECAT, participant in EuSocialCit and one of the editors of Journal of European Social Policy.


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Are social media platforms good places to discuss global challenges?

By Daniel Lundgaard

3 min read ◦

According to a recent analysis by Datareportal, the number of active social media users grew globally by 13.2% from January 2020 to January 2021, which means that as of January 2021, there are 4.2 billion active social media users. With the increasing use of social media, it only makes sense that important discussions are moving to these platforms. This is especially seen during political elections, but social media are also becoming some of the most important platforms to discuss issues such as gender equality, racism, and climate change. However, while we have seen the potentials of social media for raising awareness about these issues, it is still unclear whether social media are suitable platforms for such discussions.

Throughout my research, I investigated the climate change debate on Twitter, and I want to highlight two important patterns that I found, each illustrating some of the potentials and challenges with the use of social media to discuss global challenges. 

The potentials

On the one hand, I found that the debates on social media platforms are characterized by equality and inclusiveness. It is common knowledge that everyone has a voice on social media, and anyone can contribute to a debate, but simply having the opportunity to contribute does not mean that everyone will have an impact.

Interestingly, what I found was that not only can anyone contribute – everyone can have an impact on the debate and affect how issues are discussed.

This both includes users with less than 100 followers and minority voices such as climate change skepticism. Seeing that even smaller users and minority voices can have an impact is particularly interesting on social media, where it has been argued that it is only the “popular” accounts, influencers, or central actors that shape the debate. Naturally, this does not mean that everyone will influence the debate, but it means that anyone can, which I see as an important part of creating a good place for discussing global challenges.  

The challenges

On the other hand, I found that the use of Twitter to discuss climate change rarely included ongoing dialogue.

There is very little exchange of opinions between two participants – instead, participants share their thoughts by engaging in broader conversations, e.g., by using specific hashtags or by mentioning central figures. In other words, what I found was that participants engage with an imagined audience, not directly with others.

Sometimes a discussion unfolds in the replies to a tweet or in the comments to a Facebook post, but the vast majority of contributions to debates about global issues are more about voicing an opinion, e.g., through retweeting, not back-and-forth dialogue between participants. This means that while most participants actively contribute to the debate, there is rarely any direct response to these contributions, which is a critical challenge, as I see some form of back-and-forth exchange of opinions as an integral part of good discussions. 

So, are social media platforms good places for debates about global challenges?

Well, yes and no – and naturally dependent on how you define a “good” debate. The inclusiveness and equality are great, and this is unparalleled compared to offline arenas that are limited by time and space, thus highlighting the potential for social media to empower citizens, both in their role as ordinary citizens and as consumers or activists that challenge corporate behavior. On the other hand, the distinct lack of ongoing, reciprocal exchange of information or dialogue is a critical challenge, highlighting issues with using social media to debate global challenges. This poses an interesting puzzle.

The lack of dialogue suggests that we need to be careful about using social media platforms to discuss global challenges.

Still, the use of social media to discuss global challenges is rapidly growing. Hence, we cannot disregard the importance of social media, but perhaps we can re-think their role in global discussions. 

I suggest that we move away from the expectation that social media platforms, by themselves, cultivate high-quality debates and instead see them as platforms that mainly inform and develop participants’ views. Hence, rather than providing platforms for dialogue, social media contributes to global debates by providing platforms where participants can become informed and better prepared for subsequent discussions – discussions that often unfold outside social media platforms. In other words, while social media, by themselves, are imperfect places for debates about global challenges, their role in informing participants, including both citizens, corporations, and politicians, illustrates that social media are a critical part of a more extensive media system, and we should not disregard their importance in debates about global challenges. 

A word of caution

However, if we accept that social media mainly serves to inform participants, we also have to consider that some potentials can become challenges. Specifically, the equality found in the debate can become a serious issue.

Without the ongoing dialogue, we miss opportunities to contest and challenge disruptive voices such as climate change skepticism.

Hence, while climate change skepticism, in an ideal and high-quality debate, could be beneficial by inspiring others to improve their arguments and refine opinions, the lack of dialogue on social media means that such voices are not contested and are not inspiring others to improve their arguments.

This is even more important with the increasing polarization we see on social media and highlights that if social media mainly serves to inform participants’ views, there is a greater responsibility on us as participants. Specifically, we still need to seek out these opposing opinions. Even though it might be futile to engage with those opinions, seeking out these opposing views may still inspire us to improve our arguments and, in some cases, even inspire us to refine our own opinions and ideas. 


About the Author

Daniel Lundgaard is a PhD Fellow at the Department of Management, Society and Communication at Copenhagen Business School. His research investigates how communication on social media (e.g. the use of emotions, certain forms of framing or linguistic features) shapes the ways we discuss and think about organizational and societal responsibilities.


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Distraction and manipulation: the two horsemen of the digital economy

By Jan Michael Bauer

◦ 2 min read

Even before COVID, people have spent more and more time online. Particularly mobile devices have become a large part of our daily routines and for many there are few moments when the phone is not within direct reach. While studies have shown that even teenagers think they waste too much time online, surprisingly little is done to stop this trend. 

But how did we get here? Several dovetailing factors enabled this development and give me little hope that this trend will slow down any time soon. While technological advancements in mobile internet and device components were necessary conditions that allow for an easy and enjoyable interaction with platforms and services at all times and places, the real champions of compulsive internet use are social and data scientists driven by monetary incentives and unrestrained by a lack of proper ethics training. 

Despite the frequent regrets about the many hours wasted on the internet, people are struggling with self-regulation and apps, like “RescueTime”, with to sole purpose to block oneself from using other apps are becoming increasingly popular. 

While internet addiction has not been officially recognized as a disorder by the WHO, close parallels can be drawn to officially acknowledge gaming and gambling addictions. 

And this is certainly no coincidence as tech companies hire psychologists and designers to make their products and services as tempting as possible, frequently borrowing elements from the gambling industry. However, even though some tweaks based on the knowledge of capable social scientists will increase user engagement, much more can be learned about consumer behavior and how to manipulate it through the application of the scientific method itself. The use of experimentation, collection of big user data and application of machine learning algorithms are the big guns in the fight for user attention and their money.  

All these efforts are used to make social media more “engaging” but ultimately sales and advertising campaigns more effective. To do so, user interfaces and features are explicitly designed to grab attention and contain what has been termed as “dark patterns”. Design elements that often tap into the subconscious decision-making processes and therefore manipulate user through purposefully curated interfaces. While such practices benefit the company, they can have detrimental effects on individuals and society as a whole. 

We know that individual choices reflect individual preferences only under certain conditions, including the absence of deceptive choice architecture or marketing messages. Hence, I can’t stop wondering about the opportunity costs and side-effects of these miraculous little devices in our pockets that have grown into an ugly hybrid between a snake oil salesman and one-armed bandit. 

We have free markets based on the belief that they create value for society and make people better off by efficiently satisfying their needs. The recent U.S. opioid scandal has shown that for some products, sellers’ profits might not be positively related to consumer value. It certainly gives me pause that the best offline equivalent to the “RescueTime” App is probably the Betty Ford Clinic.

We are faced with many pressing issues that would require our full attention, while people are increasingly plagued by credit card debt, the planet is suffering from overconsumption and we spent 30,000 years alone, watching Gangnam Style on YouTube. 

Regarding the larger point that any efforts against these trends would hurt innovation, jobs and growth; let us take one step back and point out that the Western world has made it an imperative to ensure individual property rights and outlaw the use of violence with the explicit goal to increase investment and productivity. People can just do more good stuff, when they do not have to spend time protecting their property and family. Given our current technology and knowledge from the behavioral sciences, I think we have seen enough and should start treating distraction and manipulation as similar threads to human flourishing. 

So, what could we do? In the short run, we need to find ways to reduce the stream of big data feeding these efforts, force these practices out in the open and raise awareness about their use and effects, and find effective regulation to limit manipulation efforts in a dynamic attention economy. In the long run, we probably need to go beyond those patches as these issues not only hurt individual lives and careers but also the fabric of our democracy. 


Further reading

We recently published a paper showing how users can be manipulated through dark patterns to provide more data:

J. M. Bauer, R. Bergstrøm, R. Foss-Madsen (2021) – Are you sure, you want a cookie? – The effects of choice architecture on users’ decisions about sharing private online data, Computers in Human Behavior.


About the Author

Jan Michael Bauer is Associate Professor at Copenhagen Business School and part of the Consumer & Behavioural Insights Group at CBS Sustainability. His research interests are in the fields of sustainability, consumer behavior and decision-making.


Source: photo by ROBIN WORRALL on Unsplash

Counting Trees in the Hopes of Managing Forests – Technological solutions to palm oil deforestation?

By Isaac Caiger-Smith, Izabela Delabre and Kristjan Jespersen

In recent years, companies dealing in global commodities – such as palm oil, soy and timber – have faced increasing criticism for failing to meet zero deforestation targets in their supply chains. In response to these concerns, the use of innovative technological solutions, such as satellite monitoring systems to monitor deforestation in supply chains, are becoming increasingly commonplace.

Companies such as Global Forest Watch, Satelligence and MapHubs provide such platforms, though many large companies also choose to create their own monitoring systems in-house. It is in the palm oil sector that adoption of satellite monitoring has (so far) been most widespread. The palm oil sector is commonly characterised as being ‘hourglass’ in shape, with hundreds of thousands of growers/producers, mostly in Indonesia and Malaysia, being connected to hundreds of thousands of end users all around the world by a handful of powerful traders and refiners. Previously, single companies aiming to monitor their supply chains for deforestation risk would thus be faced with the impossible task of keeping track of (potentially) thousands of suppliers simultaneously.

In principle, satellite technology platforms signify a ground-breaking shift in possibilities for those concerned with monitoring deforestation risk.

By making it possible to map out suppliers’ concessions and monitor in ‘near real-time’ for deforestation events, consumer goods manufacturers and palm oil traders are able to cheaply and accurately ensure suppliers’ compliance with their commitments to zero deforestation, punishing non-compliant suppliers, encouraging and incentivising good environmental practice (Global Forest Watch, 2020). The clear promise such technology brings has led to their rapid uptake by the majority of the world’s largest palm oil traders and refiners, as well as many influential consumer goods manufacturers and non-governmental organisations. The hope of companies and non-governmental organisations is that such technological initiatives will play an important role in supporting zero deforestation efforts. As such, many of these actors are investing significant capital to increase their monitoring capabilities, and are highly vocal about doing so, speaking of the positive environmental impacts they claim will flow from their use. 

Through a series of in-depth interviews, it quickly became clear that despite the far-reaching functions these actors claim satellite monitoring can serve, its impact on the palm oil sector thus far has been far more limited in scope (both in terms of impact on supply chain relations and environmental outcomes) than the PR teams of the world’s palm oil giants seem to suggest.

Despite some positive developments in the realm of certified palm oil, the widespread adoption of satellite monitoring schemes across the palm oil sector has thus far failed to significantly reduce the rates of tropical deforestation associated with the industry.

Lyons-White and Knight, 2018.

Although satellites provide timely data on exactly where and when deforestation is occurring, traders and refiners have thus far been largely unable to use the data to influence the behaviour of offending firms. There are numerous reasons why this is the case. 

Decontextualised data

Knowing where deforestation is occurring does not necessarily tell you who is responsible. In many instances, palm oil traders simply do not know who their third-tier suppliers are – if the alerts provided by remote sensing data cannot be combined with full knowledge of a firm’s supply chain (‘traceability to plantation’), they will often be unable to act on them. Achieving 100% traceability to plantation is a task all of the major traders are currently engaged in, yet it is a long and difficult process – as previously mentioned, the structure of the palm oil sector is complex, with numerous tiers of suppliers separating those engaging in monitoring from those being monitored.

In addition, the difficulty of the task is further exacerbated by inaccurate data on land ownership, competing claims, and unofficial occupation. Until these systemic issues are addressed, the situation regarding monitoring will remain much as it is today – satellite monitoring systems will continue to provide accurate alerts, but in the vast majority of cases (approximately 90%, according to interviewee from palm oil trader) traders will be unable to attribute it with certainty to actors from their supply chain, and thus will not be able to meaningfully respond. 

Leverage issues

In instances where technology users are able attribute a deforestation alert to an actor from within their supply chain, firms often lack the leverage to change suppliers’ behaviour and ensure compliance with their sustainability standards. Buyers have two options: negotiate with producers or blacklist them.

Given that buyers are unwilling to pay a premium for deforestation-free products (Delabre et al, 2020), providing incentives for non-compliant suppliers to stop harmful behaviours is challenging – expecting growers to bear all the costs associated with non-expansion without any reward is not a sustainable system. Furthermore, the threat of being blacklisted from a company’s supply base is also unlikely to have the desired impact; suppliers will likely have no trouble finding other buyers, in markets where sustainability credentials are generally seen as less of a priority (Schleifer & Sun, 2018).

In this context, it is clear that thus far, satellite monitoring has not been capable of producing the far-reaching effects, which may have been desired.

Despite this, satellite monitoring has certainly contributed to several interesting developments in the palm oil sector. For example, interviewees emphasised the positive impacts of environmental non-governmental organisations armed with satellite monitoring technologies, acting as unofficial but powerful ‘watchdogs’, ‘naming and shaming’ consumer brands and traders associated with deforestation events.

It seems the ever-present risk of exposure (and subsequent brand damage) posed by non-governmental organisations’ use of satellite monitoring is a significant driver of new norms and practices within the industry.

These norms emphasise that it is necessary for powerful actors, such as traders and consumer goods manufacturers to be proactive in effectively addressing deforestation, both within and outside their supply chains. Interviewees also emphasised increasing levels of dialogue/cooperation across actor types, through for example, the creation of focus groups made up of producers, traders, local governments and community leaders, for the purpose of discussing the data provided by satellite monitoring, and working together to create solutions. In light of the ever-increasing levels of transparency that satellite monitoring brings, such institutions seem an inevitable and positive consequence of implementation.

However, given the severity of the contextual constraints hindering the industry’s sustainability, it is unlikely that such noble intentions (or even significant capital investments) will be capable of truly addressing the problem. 

Satellite monitoring technology has dramatically expanded the realms of possibility for forest governance, yet its implementation in the palm oil sector remains hindered by the structures, institutions and political and legal realities of palm oil production, and producing countries more broadly, dramatically reducing its ability to create positive change. Whilst they are clearly useful tools for environmentally conscious actors aiming to reduce their deforestation risks, they are only one small piece in a very complex puzzle. The problem of tropical deforestation caused by palm oil expansion is at once an economic, political, social and historical problem. As such, ‘technological fixes’ or the actions of individual firms (or even groups of firms) are themselves unlikely to lead to significant environmental improvements. In order to address such a vast problem, the underlying context must shift. Nothing less than large-scale international public and private sector cooperation is required. 


Bibliography

Delabre, I., Alexander, A. & Rodrigues, C. (2020) Strategies for tropical forest protection and sustainable supply chains: challenges and opportunities for alignment with the UN sustainable development goalsSustain Sci 15, pages 1637–1651

Global Forest Watch (2020) Global Forest Watch Pro: Securely Manage Deforestation Risk in Commodity Supply Chains.

Lyons-White, J., Knight, A. (2018) Palm oil supply chain complexity impedes implementation of corporate no-deforestation commitments, Global Environmental Change 50, pages 303–313 

Schleifer, P., Sun, Y. (2018) Emerging markets and private governance: the political economy of sustainable palm oil in China and India, Review of International Political Economy Volume 25 Issue 2, pages 190-214


About the Authors

Isaac Caiger-Smith is a Junior Research Associate and undergraduate at the University of Sussex, studying philosophy politics and economics. His current research project focuses on the use of satellite monitoring technologies for addressing deforestation risks. 

Izabela Delabre is a Research Fellow at the University of Sussex, examining sustainable forest governance, sustainable production and consumption of food, and sustainability transformations. Izabela worked for the Business and Biodiversity Conservation Programme at the Zoological Society of London (ZSL) managing ZSL’s global oil palm work. Her PhD (Human Geography) examined the political ecology of participatory impact assessment practices in the context of the Roundtable on Sustainable Palm Oil (RSPO) in Indonesia and Malaysia.

Kristjan Jespersen is an Associate Professor at the Copenhagen Business School. He studies the growing development and management of Ecosystem Services in developing countries. Within the field, Kristjan focuses his attention on the institutional legitimacy of such initiatives and the overall compensation tools used to ensure compliance.


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Marching toward the end of enlightenment?

How management and organization scholarship can help explain new forms of anti-enlightenment organizing

By Dennis Schoeneborn

In the scholarly field of management and organization studies, which is traditionally primarily concerned with business firms and their performance, we can lately observe an increasing attention toward addressing some of the most pressing societal challenges of our times, such as climate change, pandemics, inequalities, etc. (see George et al., 2016). At the same time, one of the most striking societal challenges has found comparably little attention by management and organizational scholarship up until today: the rise of anti-enlightenment movements and the potentially corroding effects they have for democratic societies.

The rioters’ march on Capitol Hill on Jan. 6, 2021 has showcased in painstaking ways how democracies can be endangered through social movements that center around anti-enlightenment and “post-truth” sentiments, incl. conspiracy theories, “alternative facts”, or other negations of scientific reason (for an overview, see Farkas & Schou, 2020). In the same context, the question arises how the scholarly field of management and organization studies can help address and explain the emergence of such anti-enlightenment movements and how they organize themselves.

To study the phenomenon of anti-enlightenment movements (i.e. coordinated agitation against scientific reason and facts, democratic values, or the rule of law), I suggest three research areas in organizational scholarship are of particular relevance and that each (in one way or another) cross-connect to the neighboring field of media and communication studies: 

(1) Explaining organizational emergence and dissolution

First, management and organization scholarship can explore questions of organizational emergence and design. This may involve questions like: To what extent can new forms of anti-enlightenment organizing (e.g., conspiracy theorists like QAnon or science denialists like the anti-vaxx movement) be explained with existing organizational theories – or to what extent are novel theoretical vocabularies needed to account for these phenomena? Also, how can anti-enlightenment forms of organizing be dissolved or “deconstituted” (cf. Bean & Buikema, 2015)? For example, how to counter and delegitimize anti-enlightenment ideologies in the public debate, if they are based on entirely different language games (Knight & Tsoukas, 2019), where the same signifier may have completely different meanings (e.g., truth is what is factually right vs. truth is when it serves my own interests)?

(2) Studying transformations of how the public discourse is organized

Second, management and organization scholarship can explore transformations of how the public discourse is organized. For instance, how did the media landscape change, especially through the rise of digital media, and how do these changes affect the possibilities of deliberative dialog and public will formation in democratic societies (Bennett & Livingston, 2018). In a similar vein, organizational scholars have critically addressed the spread of “fake news”, incl. the erosion of “the public” into multiple fragmented “publics” that gather info by-and-large from within their own filter bubbles and echo chambers (see also Knight & Tsoukas, 2019; Foroughi et al., 2019). Furthermore, in the same context, the question arises how to “detox” an increasingly polarized public discourse (Ward, 2019)?

(3) Exploring socio-technological conditions of “organized immaturity”

Third, management and organization scholarship can explore the underlying socio-technological conditions under which anti-enlightenment movements tend to emerge. For instance, in a recent working paper, Scherer and Neesham (2020) propose the term “organized immaturity” (which alludes to the notion of immaturity or Unmündigkeit in Immanuel Kant’s theory of enlightenment). As the authors hypothesize, individuals’ delegation of decision-making to socio-technological systems (such as algorithmic filtering of content in social media) tends to lead over time to an “erosion of the individual’s capacity for public use of reason” (p. 4; version from Dec. 22, 2020). Put this way, the concept may also help explain some of the root causes of what observers of the Capitol Hill events termed the “spoilt child version of America – so ‘free’ [that] it ignored the truths, laws and decency that actually enabled that freedom” (Paton Walsh, 2020).

To conclude, while we can find some first and important steps in the direction of exploring anti-enlightenment movements, further research in this direction is urgently needed, also as a chance to demonstrate management and organization scholarship’s ability to address (and potentially help solve) large-scale societal problems. In the same context, a recent Call for Papers by the journal Business Ethics Quarterly (Scherer et al., in preparation) invites for scholarly submissions that address the socio-technological conditions of “organized immaturity” and neighboring phenomena.


References

Bean, H., & Buikema, R. J. (2015). Deconstituting al-Qa’ida: CCO theory and the decline and dissolution of hidden organizationsManagement Communication Quarterly29(4), 512-538.

Bennett, W. L., & Livingston, S. (2018). The disinformation order: Disruptive communication and the decline of democratic institutionsEuropean Journal of Communication, 33(2), 122-139.

Farkas, J., & Schou, J. (2019). Post-truth, fake news and democracy: Mapping the politics of falsehood. New York: Routledge.

Foroughi, H., Gabriel, Y., & Fotaki, M. (2019). Leadership in a post-truth era: A new narrative disorder? Leadership15(2), 135-151.

George, G., Howard-Grenville, J., Joshi, A., & Tihanyi, L. (2016). Understanding and tackling societal grand challenges through management researchAcademy of Management Journal59(6), 1880-1895.

Knight, E., & Tsoukas, H. (2019). When Fiction Trumps Truth: What ‘post-truth’ and ‘alternative facts’ mean for management studies. Organization Studies40(2), 183-197.

Paton Walsh. E. (2020, Jan. 8). America was lucky to be saved by its democracy – even if some don’t realize itCNN.com.

Scherer, A. G., & Neesham, C. (2020). New challenges to enlightenment: Why socio-technological conditions lead to organized immaturity and what to do about it. Working Paper (version from Dec,, 22, 2020).

Scherer, A. G., Neesham, C., Schoeneborn, D., & Scholz, M. (in preparation). Socio-technological conditions of organized immaturity in the 21st century. Special issue in preparation for Business Ethics Quarterly (submission deadline: 31/05/2021).

Ward, S. J. A. (2019). Ethical journalism in a populist age: The democratically engaged journalist. Lanham, MD: Rowman & Littlefield.


About the Author

Dennis Schoeneborn is Professor of Organization, Communication, and CSR at Copenhagen Business School and Visiting Professor of Organization Studies at Leuphana University of Lüneburg. In his research, he mainly focuses on organization theory, organizational communication, digital media and communication, corporate social responsibility and sustainability, as well as new forms of organizing.


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How do the arts impact our societies in times of digitalisation?

By Kirsti Reitan Andersen and members of the Artsformation consortium 

Two decades into the new millennium it is almost impossible to imagine a future in which digital technologies do not play a key role. Today, digitalisation changes the way things are done across business and society alike. 

This includes for example the impact of new technologies on processes of democratisation, like the role of Facebook in the UK referendum in 2016. Or the increasing collection and analysis of personal data in the use of any social media. Another area in which technology is having an enormous impact is in our ways of communication and being together, for example through technologies like Zoom or Facetime.

Throughout history, the arts have always reflected major transitions as they unfold.

Therefore, it is perhaps no surprise that the social, environmental and economic consequences of the digital transformation are now also increasingly addressed by artists. For example, with the project SOMEONE (2019), Lauren McCarthy tries to address the advances in human-machine relationships represented in ‘smart houses’ and try to give back a human identity to artificial intelligent devices through active human participation.

As part of the H2020 research project Artsformation, we explore the current and potential role of the arts in the digital transformation. Exploring the role of the arts across both business and society, one part of the project has a particular focus on marginalized groups of people who today do not reap the acclaimed benefits of the digital transformation (e.g. Gangadharan and Niklas, 2019; Gebru, 2018; Neves, Franz, Munteanu and Baecker, 2018; Park and Humphry, 2019). In this context, the “socially engaged arts” (Bishop, 2012) is of particular interest.

In contrast to more traditional forms of art, socially engaged artists often work closely with their audiences in one way or other.

For example, by gaining in-depth knowledge of particular challenges in specific communities and creating awareness about such issues through the artwork or by directly engaging people in the production of art. One such example could be the engagement of people in the production of artwork using the so-called maker spaces as a place of work and thereby also introducing “audiences” to new digital technologies and skill sets. Catch, a center for art design and technology located in Elsinore, for example, has much experience facilitating such processes of learning.  

In recent years we have seen artistic examinations of the digital transformation become increasingly complex, evolving from what we might understand as a fascination or embracement of digital tools to reflections on the transformation itself. In general, we find that socially engaged artists are addressing societal issues (of the digital transformation) in three ways (Andersen et al., 2020):  

  • The artist as a commentator:  The artist as a commentator is not directly concerned with audience engagement as part of the artistic process. The work of Dr. Ahmed Elgammal and an artificial intelligence named AICAN exemplifies “the artist as a commentator”. In this case Dr. Elgammal and AICON created an exhibition of prints called Faceless Portraits Transcending Time. While there is no direct audience engagement, the work of Dr. Elgammal and AICON brings attention to current debates about technology and creative work.
  • The artist as one who gives voice to a community:  More than ever, artists have become ever more important as voices of reason and clarity, pressing for social justice and engaging the public conversation about the controversial issues shaping the world in which we live. Forensic Architecture’s attempt to raise awareness of oil and gas pollution in Vaca Muerta, Argentina, is a good illustration of this approach. Vaca Muerta has become one of the world’s largest shale oil and gas fields. It is also the home of indigenous communities, including some of the Mapuche people who live between Chile and Argentina. In collaboration with The Guardian newspaper, Forensic Architecture investigated a local Mapuche community’s claim that “the oil and gas industry has irreversibly damaged their ancestral homeland and eroded their traditional ways of life.”
  • The artist as a social entrepreneur: consults and facilitates a community problem in a much more ‘organised’ and ‘long-term’ manner than is typical of the two previous roles. This, for example, is what happened when artist Olafur Eliasson and engineer Frederik Ottesen at London’s Tate Modern launched the social enterprise Little Sun in 2012, setting out to change the world with ‘solar art’. Little Sun aims to bring clean, reliable and affordable energy to the 1.1 billion people who live without electricity while raising awareness of energy access and climate action worldwide. Eliasson demonstrates his conviction that art can change the world by continuing to promote Little Sun as an extension of his art practice, arguing that many of Little Sun’s “current and future projects stem from art, involve artistic thinking or use our products themselves to create art”.

While all three roles co-exist, intersect and share the ability to imagine new ways and generate change, each role does so in slightly different ways. We suggest that each of the three roles requires artists to organise in different ways, which may also impact the kinds of change they can facilitate. Moving forward, we are extremely eager to explore the ways in which artists as social entrepreneurs may inspire and offer new and more sustainable ways of organizing


Further Reading


About the Author

Kirsti Reitan Andersen is a Post Doc at the Department of Management, Society and Communication, Copenhagen Business School. In her current work, she explores the role of the arts in the transformation towards more sustainable ways of organizing.


Photo by Stan Narten and Otto Saxinger, SOMEONE.

The maker movement – the quiet, game-changing revolution near you

By Efthymios Altsitsiadis

Anyone can and should have access to the tools and knowledge necessary to build anything they might need or want. This statement struck me when I first read about the makers movement – a cultural trend that is associated with democratized manufacturing, 3D printing and maker spaces.

At the heart of the movement lies a simple premise – ordinary people manufacturing themselves what they need. Makers, alone or in communities, from any career or skill level are pulled into making something, from calligraphy to furniture to technology and lately to personal protective equipment.

Large institutions like the European Commission, the White house and the Chinese government herald the maker movement as a major driver for the new “industrial revolution”, a thriving multibillion market and a potential asset in the fight against climate change.

But as with every nascent field, there are many hurdles on our way there – this piece will touch upon what many (including me) consider the most important: understanding how and why people embrace the movement.

We already know that the increase of availability and affordability of digital fabrication tools such as 3D printers and laser cutters and the advance in certain collaborative technologies have favored the creation of a rapidly increasing number of Do-It-Yourself communities. What we know much less about is why people choose to become makers. This matters gravely, not only because makers are the lifeline of the movement – but because we need to be sure that everyone can enjoy the same access to fabrication. In a large study supported by the EU, we asked thousands of citizens around Europe their opinions regarding the maker movement [1].

We wanted to understand better what people know about the maker movement, how aware they are about fabrication and how they perceive the different facilities (e.g. makerspaces). We also investigated various attitudes and potential reasons that could be driving or hampering people’s support to the movement. More importantly, however, we asked participants about their intentions to become makers and what motivates them. 

Findings of our study

What we found confirmed many of our initial thoughts.

Most of the participants were not well aware about the maker movement (40% had no familiarity with the term), but about 1 in 5 respondents had some previous experience with making. These people come from all walks of life, and despite some small differences in demographics, every cohort is represented.

A very positive finding was that most people were very open to visiting, supporting or participating in making activities in their local area. For the majority of respondents, their participation in maker spaces would provide them with benefits and help them improve their skills. The majority also believes that makerspaces will have a positive impact on their region and will open-up new professional opportunities. We dug a bit deeper so we can get a better understanding of people’s motivations.

We found that respondents who have positive perceptions about sustainability and circular economy, who were familiar with the maker movement and who defined themselves as persons who like to repair or make things were significantly more likely to join the movement.

The results also indicate that demographics like gender and age could be playing a role in driving respondent’s perceptions and participation.

This study is useful in providing some additional evidence and answers regarding the engagement of Europeans with the Maker Movement to the existing body of knowledge. But it is obviously not enough. There are literally dozens of overlooked dimensions and potential levers for getting people involved or at least for actively supporting the movement. Essential issues like awareness, knowledge and skills, safety and accessibility, tools and incentives are all open for inquiry and experimentation. The movement itself is still shaping and many of the key characteristics should not be taken for granted; least of all its openness to everyone and its sustainability/circularity character.

The good news is that there are already major initiatives being deployed at various levels that are working on many of these angles (for interested readers I would like to refer you to projects like Pop-Machina, iProduce, Reflow, all sponsored by the EC and open to interested members of the public). In all these initiatives, cross-collaboration is key. Academics should work hand in hand with practitioners, industry and policy makers to embrace and support this amazing revolution and help nudge it towards its greatest ambitions – democratized access to circular production.   


References

[1] Panori, A., Piccoli, A., Ozdek, E., Spyridopoulos, K. and Altsitsiadis, A. (2020). Market research report. (Deliverable 2.2). Leuven: Pop-Machina project 821479 – H2020


About the Author

Assistant Prof. Efthymios Altsitsiadis, PhD is a behavioural economist with a mind for interdisciplinary research. A user-centricity enthusiast, Efthymios is set to help provide evidence-based answers to some of the most persistent and evasive behavioural questions in a variety of areas like sustainability, health, energy and mobility. He is currently teaching Machine Learning and Digital Behaviour at CBS. He conducts research in collaborative production and circular economy, in advanced technological agents (smart apps, avatars, chat-bot services) and has worked as a social scientist in several cross-disciplinary research projects.

The rise of social media bots – how do they work, and how can you spot them?

By Daniel Lundgaard

Bots and their impact on online conversations is rapidly becoming an important problem on social media. If we look at the conversation around the current Coronavirus pandemic, somewhere between 45% to 60% of the accounts on Twitter that promoted disinformation were identified as bots, in the anti-vaccine debate researchers have found that bots are used to “weaponize” online health communication and create discord, and in the climate change debate research suggests that about a quarter of all tweets are produced by bots.

These bots are used in a wide range of misinformation “strategies”. Based on findings from my own research and a review of current research on the topic, I have summarized what I perceive as the three main “strategies” where we know that bots have been used:

Amplifying certain opinions. The simplest strategy where bots have been used is in efforts to amplify a specific opinion, often by continuously re-tweeting the same tweet or link, or by only endorsing the shared posts of people with similar interests.

Flooding the discourse. Malicious actors often seek to increase confusion and challenge the current status quo e.g. the scientific consensus that climate change is man-made. In this strategy, bots are used to spread large volumes of information and start multiple conversations (often covering both sides of the debate), which makes it easier to question the current consensus. A similar tactic is as often seen in disinformation campaigns where large amounts of “fake news”-outlets create a new media ecosystem, and because of the increased volume of information, the voice of the validated outlets is “drowned”, which empowers the fake news outlets.

Linking issues to current tensions. Efforts to link debates to current tensions seek to polarize opinions and cause divide as seen within the vaccine debate where a debate was associated with current racial/ethnic divisions. Here bots are mainly used to either explicitly make the connection in their own tweets, or by commenting on content shared by others, suggesting the presence of a link to certain socioeconomic tensions.

With these strategies in mind identifying the users that in reality are bots seems like a crucial task. However, detecting and adequately handling these bots has proven to be a challenge for the major social networking sites such as Facebook and Twitter.

Nonetheless, after reviewing current tools made available for bot detection, current research on the topic and my own findings from an analysis of roughly 5 million tweets about climate change, I have identified a few tips that might help you to spot these bots – and potentially their impact on the conversation. For this list, I have left out bot-detection approaches that are based on reviewing patterns not normally visible to most users e.g. network features detection if the same group of users follow and re-tweet/like another group of users with similar language and message.

The user profile

Reviewing the user profile appears as one of the best ways for “normal” users to detect a bot. The most simple indicators could be a missing profile picture, however sophisticated bots might use stolen photos and here a quick “reverse image search” (right-clicking on the profile image and “search google for image”) might reveal something about the source of the image e.g. that it is taken from someone else. A generic (or poorly worded) profile description might also be an indicator, and in my own research I have found that reviewing the content of user profile descriptions is even better than reviewing the content of the tweets shared on a specific topic for predicting opinions.

Different or “stiff” language

The conversation on Twitter is often informal and people often use abbreviations or structure their sentences differently, which can be difficult to copy. As a result, bots might appear mechanical or rigid in its language – often returning to the same topic, share the same link over and over again, or returning to a topic that should have outlived the rather short life-cycle of some topics on Twitter.

Lack of humor

Granted, everyone misunderstands a joke sometimes and people can have trouble with understanding sarcasm. Because of this, understanding humor, especially sarcasm, also remains one of the major challenges for bots to both understand but also respond accordingly. This is particularly relevant on Twitter, where conversations may refer to shared understandings, inside jokes or memes used in a certain way within a community, which even sophisticated bots may have trouble understanding and adapting to.

Temporal behavior

Reviewing past activity, in particular with focus on patterns in temporal behavior might also be useful e.g. by spotting that a user seems to tweet at the same hour every day if it shares multiple tweets pr. Minute, or if the user immediately retweets or comments on other posts, which can be an indicator of an automated and pre-defined response.

It is important to acknowledge that not all bots are seeking to manipulate political conversations on social media. However, while some bots definitely are created for noble purposes, bots are increasingly becoming an important tool for various (potentially malicious) actors and their efforts to shape conversations on social media – especially Twitter. As a result, we, as a society needs to become better at detecting bots and limiting their power to shape the online debate, and I hope that by reading this blog I might have broadened your understanding of bots – and hopefully you have picked up a few tricks to spot potential bots appearing in your Twitter feed.


About the author

Daniel Lundgaard is a PhD Fellow at the Department of Management, Society and Communication at Copenhagen Business School. His research investigates how communication on social media (e.g. the use of emotions, certain forms of framing or linguistic features) shapes the ways we discuss and think about organizational and societal responsibilities.


Photo by ?? Claudio Schwarz | @purzlbaum on Unsplash

Researchers in BLOXHUB seeking to improve indoor climate

by Lara Hale

In the second week of May 2018, the architectural and design worlds were abuzz with reviews of the new green glass giant looming over the Copenhagen harbour – BLOX. There have been critiques of design, urban planning, participation processes, and more, but perhaps less likely to emerge in your social media and news feeds is the nature of organizational development and experimentation designed into the very heart of BLOX.

Physical, organizational and cultural diversity under one roof

BLOX as a physical building is composed of various building elements but is also socially composed of diverse elements. The property is home to the old military storage buildings at Fæstningens Materialgård, still stunning with their yellow-washed walls and currently under renovation for becoming part of the BLOX family of offices and meeting spaces. The new building houses top-floor apartments, a large fitness centre, the Danish Architecture Center (DAC), the Danish Design Center (DDC), and last but not least, BLOXHUB, the new building industry innovation hub.

These last elements are where the organizational potential lies. Firstly, there are the yet-to-be woven together threads that draw across DAC, DDC, and BLOXHUB, opening up for potential co-conferences and exhibitions that not only blend spaces, but blend disciplines. Secondly, BLOXHUB is a non-profit organization of around 150 members (and anticipated to grow) aiming to stimulate innovation for sustainable building and urbanization by facilitating co-working, co-creation, and experimentation. Beyond the potential stemming from sharing working spaces, the hub supports the organization of seminars and conferences and offers access to labs that can serve as platforms for new products or services, including, for example, epiito’s virtual reality (VR) lab and UnderBroen’s maker-space equipment. And thirdly, nested in BLOXHUB is the Science Forum, hosting a suite of built environment researchers.

Smart Building research among industrial researchers

Now the Science Forum is one of my offices-away-from-the-office. Since the start of this year, we are a cluster of nine industrial researchers – seven PhDs and two postdocs – with projects concerning “Smart Buildings and Cities” (read here about the formation of the cluster). Launching from my postdoc project with VELUX and CBS on smart building business model innovation, we have already  identified several crossovers and synthesis possibilities within the first months. This begs the question: what happens when you combine companies, universities, and industrial researchers into an innovation hub? How does this change how research, investment, and innovation are done? And how does this change how industry can relate to academia?

With user-friendly tech to better indoor climate

With VELUX, the starting point is smart device automation, but based on the people who live and work in buildings (read: all of us). But even if the indoor climate is ubiquitous and something we all experience, we also take it for granted and may not even notice how we are feeling unless something disturbs us. Even more importantly, the more serious health consequences of a poor indoor environment stem from factors that cannot necessarily be noticed just by paying attention, including for example, high CO2 levels from poor ventilation or off-gassing chemicals from unsustainable building materials. My research investigates both how smart devices can be designed based on an organization’s inquiry into the user experience, but also how the nature of these user-driven digital devices can change the way traditional manufacturing companies do business.

Much more to expect in the future of BLOX

The project has only been running a few months, and BLOXHUB has only been open not even a month – so there will be many more exciting developments and synergies to report in the future. In the meantime, swing by the great glass giant and experience the shifting landscape around Langebro. You can visit the most recent DAC Exhibition “Welcome Home” looking at how the meaning of home has shifted historically and continues to adapt in Denmark, and your kids can have a go at the new playground on the city-side of the building. A new bicycle and pedestrian bridge is planned for 2019, as well, and then the connections will go even further; from connecting industry and researchers to connecting the city on a level we all can meet.


Lara Anne Hale is an industrial postdoc fellow with VELUX and Copenhagen Business School’s Governing Responsible Business World Class Research Environment. The 3-year project is part of Realdania’s Smart Buildings & Cities cluster within BLOXHUB’s Science Forum. It builds upon her PhD work on experimental standards for sustainable building to look at the business model innovation process in organizations’ adaptation to the smart building business. Follow her on Twitter.

Pic by Michael Levin, taken from BLOX.dk.

Droned

by Glen Whelan.

A Military Heritage

A drone is an unmanned aircraft. Long used to refer to male honeybees – whose main function is to fertilize a receptive queen bee (and then die a seemingly horrific death) the word was first used to refer to remote-controlled aircraft by the US Navy back in the 1930s. The word was chosen as a homage to ‘the Queen Bee’, a remote-control aircraft that the Royal Navy demonstrated to the US Navy, and that inspired the US Navy to develop similar aircraft.

In the 1990s, the word drone was being used as a verb to describe the act of turning a piloted aircraft into an unpiloted one.[i] And by 2009, the word drone was being used to describe the act of remotely killing someone. As Fattima Bhutto wrote in 2009:

“Droned” is a verb we use now in Pakistan. It turns out, interestingly enough, that those US predator drones that have been killing Pakistani citizens almost weekly have been taking off from and landing within our own country. Secret airbases in Balochistan – what did we ever do before Google Earth? [ii]

Various Civilian Uses

With the development of consumer market autonomous drones[iii] that can be told to follow yourself or another person, it seems that the word ‘droned’, or ‘droning’, is soon to be used more regularly. Rather than just being used to describe acts of murder (or defense), however, it seems it will be used to refer to the act of being filmed or recorded by (autonomous) flying devices more generally.

Such filming will clearly be a good thing for legitimate film-making. And there are possibilities for autonomous drones to be used to improve accountability: as a form of sousveillance in response to surveillance by the powerful. But drones have other uses as well. Indeed, there are already numerous cases of drones being used for stalking around the world. Late last year for example, it was reported that:

“A group of women living in a rural setting near Port Lincoln on South Australia’s Eyre Peninsula have been woken at night by a drone looking into their home…. One of the women, who like the rest of the group did not want to be identified, was asleep and alone at home on her relatively remote hobby farm. She was woken by a bang on her bedroom window and when she looked out into the darkness was confronted by a camera attached to a drone, hovering within centimetres of her window”.

Technologically Changing Society

Whilst such reports are alarming, Nick Bilton[iv] has used a personal anecdote to suggest that the negatives of being droned could be overstated. As he writes:

“I was sitting in my home office, working on this very column about neighbours getting into arguments over drones, when I heard a strange buzzing sound outside. I looked up and hovering 20 feet (around 6 metres) from my window was a black drone with a beady-eyed camera pointed at me.

At first, I was upset and felt spied upon. But the more I thought about it, the more I came to the opposite conclusion. Maybe it’s because I’ve become inured to the reality of being monitored 24/7, whether it’s through surveillance cameras or Internet browsers. I see little difference between a drone hovering near my window, and someone standing across the street with a pair of binoculars. Both can peer into my office.”

Whether or not the majority of people would agree, or disagree, with Bilton’s sentiment, is well beyond the present piece. But what should be noted with regard to it, is that he seems to be correct to emphasize that droning will have a material impact on what we deem (un)acceptable. Thus, as more and more people get droned – and as the capacity to make more sophisticated autonomous drones gathers pace – we should expect social norms and practices regarding privacy and personal (air) space to change as well.


Glen Whelan teaches at McGill, is a Visiting Scholar at York University’s Schulich School of Business, and the social media editor for the Journal of Business Ethics. He was GRB Fellow at CBS in 2016/2017.  His research focuses on the moral and political influence of corporations, and high-tech corporations in particular. He is on twitter @grwhelan.

Links

[i] Zimmmer, B. 2013. The flight of ‘drone’ from bees to planes. The Wall Street Journal, July 26. https://www.wsj.com/articles/SB10001424127887324110404578625803736954968

[ii] Bhutto, F. 2009. Missing you already. New Statesman, March 12. https://www.newstatesman.com/asia/2009/03/pakistan-war-government-terror

[iii] https://www.skydio.com

[iv] Bilton, N. 2016. When your neighbor’s drone pays an unwelome visit. The New York Times, January 27. https://www.nytimes.com/2016/01/28/style/neighbors-drones-invade-privacy.html

Pic by Cambodia, P.I. Networt, Flickr. No changes made.