How does research on shadow economy help us in integration of AI?

Posted by Verarius
8-11-2024

Over the course of several weeks, I heard in different settings and from very different people: “Defining rules and policies for the usage of AI is a nightmare! We feel really tempted to just forbid it altogether, and then the case is closed.” Some day-dream about “making the IT guys just block it.” While hearing this, I kept having a strong sensation of déjà-vu. And then I suddenly knew why! It’s shadow economy all over again!

One fun fact about me is that I wrote my first Master’s Thesis on shadow economy. I’ve always found it fascinating how many facets this phenomenon has worldwide. Different countries opt for different approaches, so that same activity can become illegal by virtue of crossing a border (and within the US, even a border between two states). However, forbidding and not regulating certain economic activities doesn’t ban them from existence. This applies to both the shadow economy and the usage of AI technologies. If anything, restrictions only make the “forbidden fruit” more tempting. Moreover, it means that employees use the technology secretly, finding creative ways to smuggle outputs back into the work environment, sometimes exchanging meaningful glances at meetings and creating a subculture of their own around it.

The mesmerizing beauty of such dark phenomena as shadow economy lies in the chain reaction potential they embody. Let’s look closer at those chains...

Inaccurate Economic Data

It always starts with basics, and data is the most basic and crucial of them all. The more takes place under the radar, the more inaccurate the picture of reality – including current workload – is going to be. Skewed understanding of the workload impacts capacity planning, setting off a domino effect on production planning and general management. As the actual economic data and your understanding of it drift further apart, you start seeing how a simple yes-or-no question could be answered with “technically no, practically yes” in the Soviet Union. How is this going to impact decision-making?

Challenges in Resource Allocation & Development

One consequence of this drift is a gradual loss of the ability to realistically assess which areas require improvement and development. This makes it difficult to know where to apply your most precious resource: attention. As your energy flows where your attention goes, and money follows, it’s only pure luck if you manage to make the right development decision under such circumstances. What implications does this have for internal dynamics?

Distortion and Unfair Competition

It’s no accident that I mentioned meaningful glances at meetings. Just like in the context of shadow economy, sharing a secret becomes a true bonding experience for colleagues involved in it, more effective than any team-building event you were planning. This creates an opportunity for two poles within your organization to emerge—those who “get it” and those who don’t. This introduces an “us-them” complexity into organizational dynamics that you don’t necessarily want, as one group feels unfairly treated and disadvantaged while the other is on the verge of “ruling the world.” From this point on, you can start the countdown to the next War of Roses – on your watch. What does that mean for you?

Undermining of Social Contract and Trust in Management

The fact that these dynamics take place undermines the implicit social contract between you and your employees. Even more crucially, it undermines your authority and the trust of your employees that you have an accurate picture of reality and possess the ability to manage it and truly drive the organization. How is this going to impact your organization’s long-term trajectory?

Slippery Slope & Potential for Increase in Crime

Involvement in shadow economy does bring some short-term benefit, but it’s like living on credit. It speeds up certain processes, helps move forward in the absence of regulation, etc. However, the price is high and due in the mid- to long-term. With less trust in management on the one side and the knowledge that one is already doing something forbidden on the other, the border between acceptable and unacceptable behaviors blurs. This results in a steady erosion of values and principles, undermining the very foundation of an organization.

As you can see, shadow AI impacts everything – from short-term data accuracy to long-term values and the foundation of an organization. The ultimate outcome is a suboptimal equilibrium for an organization, in the worst case with a set of institutionalized routines supporting this self-propagating mechanism: more vulnerability, exposure, lack of control, and an ever-growing shadow.

This downward spiral isn’t exactly uplifting, is it? So, let’s change direction! If the millennial history of shadow economy regulation teaches us one thing, it’s this: bring the matter into the light as soon as possible! Actively managing AI technology puts you in a position of strength. You’ll be able to stay on top of things, integrate new technology into your processes, and enable your organization to reap its benefits. Now, here’s the good news, and it’s coming from an unexpected direction: global legal initiatives like the AI Act. Far from being just a compliance hurdle, they’re a blessing in disguise. In addition to providing a framework they also create a strong impetus for compliance, giving you an opportunity to speed up integration.

How exactly do you go about it? That’s an excellent question, and we’ll explore it in the next article, two weeks from now – same time, same place.

Until then, let me leave you with this piece of advice: don’t try to apply an IT solution for an organizational and cultural issue…

Related Blogs

Posted by Verarius | 12.05.2023
Now that we have spent some time looking into the “whys” of resistance to change in the first three parts of the article, the time has come to address the practical question of what we can do about it and how you as a change leader can better navigate the process....
Read more
Posted by Verarius | 08.12.2025
What makes a good scientist? In all fairness, the list is long and everyone would have their own favourites — but if you asked me, I would say “curiosity”. In a sense, it means cultivating your inner child: motivating them to ask questions (why and how being at the very top), asking similar questions in different ways, staying playful, and of course being open to experimenting (with or without electric shackles on someone’s ankles). This morning, bright and breezy, is the right time for us to indulge in another study in our new section – from Science to Practice!...
Read more
Posted by Verarius | 18.08.2025
Finally, summertime has arrived. These bright days don’t call for heavy project reports but for something fuzzier – perhaps a good book recommendation. Choosing just one wasn’t easy. One thing led to another and before I knew it I was planning to share three at once, but I’ll save that master plan for a rainy day. Today, I’d like to introduce you to sunshine in a bucket, a book I return to several times a year: Stumbling on Happiness by Daniel Gilbert....
Read more