Making innovation visible: Innovation narrative focus and configurations of collaborative technological output

In the world of business, innovation is often treated as a numbers game. Companies track how much money they spend on research, how many patents they file, and how many new products they launch. These are the hard facts, the structured indicators that investors and analysts use to measure a firm's potential. But there is another layer to the story, one that lives in the words themselves. Every year, public companies publish detailed reports on their operations and future plans. In these documents, managers do not just list their spending; they tell a story about where the company is going, what problems they are trying to solve, and which technologies they believe will define the future. This is the realm of narrative. For decades, researchers have wondered if the way a company talks about its innovation actually matters. Does the specific emphasis a leader places on certain topics—like digital transformation or green energy—reveal something that the raw numbers miss? And if a company highlights a specific path forward in its public statements, does that actually help it find the right partners to build new technology together?

A team of researchers from Harbin University of Commerce set out to answer these questions by looking at the stories Chinese companies told between 2011 and 2023. They wanted to see if the focus of these corporate narratives, combined with a company's actual resources and the environment it operates in, could predict whether that company would successfully create new technology with outside partners. They were not looking for a single magic word that guarantees success. Instead, they were hunting for specific combinations of conditions, like a recipe where the ingredients must be mixed in just the right way to work. Their investigation focused on a massive dataset of public reports from over 2,500 companies, analyzing the text to see what issues were front and center in their innovation stories.

The researchers began by treating the annual reports as a vast library of information. They used a computer program to read through the sections where management discusses the company's strategy and future direction. The program did not just count how many times the word "innovation" appeared. Instead, it looked at the context, identifying the specific themes that companies emphasized relative to one another. Some companies focused heavily on the cost of research and the size of their teams. Others talked more about the actual manufacturing process or the specific patents they were filing. A third group spoke primarily about the need to upgrade their entire industry or transform their business model. By mapping these themes, the researchers created a detailed profile of what each company was prioritizing in its public communication. They then paired these profiles with hard data on how much the companies spent on research, how digital their operations were, and the economic conditions of their local regions, such as government support and market competition.

The goal was to see which of these profiles led to a specific result: the creation of new technology through joint patents. A joint patent is a formal record where a company and an outside partner, such as a university or another firm, claim ownership of a new invention together. It is a concrete sign that two different organizations have successfully worked together to produce something new. The researchers analyzed thousands of company-year combinations to find patterns. They discovered that there was no single factor that guaranteed success. A company could have huge research budgets, or it could be located in a region with strong government support, but neither of these factors alone was enough to ensure they would find a good partner and create new technology. In fact, no single condition, whether it was a specific type of story, a high level of spending, or a supportive environment, was strictly necessary for success.

Instead, the study found that success came from specific combinations of these factors. The researchers identified eight different ways a company could be set up to achieve high levels of collaborative innovation. In every single one of these successful combinations, one theme stood out: a strong focus on transformation and upgrading. Companies that talked about their future direction, their plans to modernize their industry, and their strategic goals for renewal were consistently part of the successful groups. This suggests that when a company clearly articulates where it is heading and how it plans to evolve, it makes its innovation path clearer to potential partners. It is not enough to simply say "we want to collaborate." The most successful companies were the ones that explained the specific technological directions they were taking and the problems they intended to solve.

Interestingly, the study found that explicitly talking about collaboration was not a core requirement for success. In the successful combinations, companies did not necessarily need to have a narrative focused on partnerships or working with others. This does not mean that collaboration is unimportant; it simply means that the public story does not need to be centered on the act of collaborating to be effective. What mattered more was the substance of the technological vision. A company that clearly described its plans for upgrading its equipment, developing new materials, or implementing intelligent services was more likely to attract the right partners, even if it did not explicitly shout about its desire to work with others. The partners were likely drawn to the clarity of the technological roadmap rather than the promise of a handshake.

The researchers also looked at how these different factors interacted. They found that a strong focus on transformation and upgrading worked well in many different environments. It could lead to success for companies with high digitalization levels, for those with strong research teams, or for those operating in highly competitive markets. The specific mix of ingredients changed from one successful company to another, but the theme of future-oriented upgrading was a constant. This suggests that the way a company frames its innovation story is a distinct piece of information, separate from its budget or its patent count. It provides a window into how the company organizes its attention and what it considers important.

The study also ruled out the idea that a single factor could explain everything. It is not enough for a company to just spend a lot of money on research, nor is it enough to just be located in a wealthy region with good laws. The combination of the story, the resources, and the environment mattered. For example, a company with a strong narrative about upgrading might succeed if it also had high government support, but a different company with the same narrative might succeed if it had high digitalization levels instead. The path to success was not a straight line; it was a set of different routes that all led to the same destination.

This work changes how we should think about corporate communication. It suggests that the value of a company's annual report is not just in the data it contains, but in the structure of the story it tells. When managers write about their future, they are not just fulfilling a legal requirement; they are organizing their priorities in a way that can be seen by the outside world. If they focus on vague promises of collaboration, it may not help them find partners. But if they focus on the specific technological challenges they are solving and the strategic upgrades they are planning, they create a clear signal that helps potential collaborators understand what they are about. The study implies that the most effective way to make innovation visible is not to talk more about the process of working together, but to talk more clearly about the destination.

The findings also have implications for how we evaluate companies. Investors and policymakers often rely on structured numbers like research spending or patent counts. While these are important, this research suggests they tell only part of the story. The narrative focus provides a different kind of information, one that reveals the company's strategic intent. A company might have the same amount of money and the same number of patents as another, but if their stories are different, their ability to find partners and create new technology might be very different. The study shows that the relative emphasis a company places on different issues in its public text is a real, measurable factor that influences its ability to innovate with others.

Ultimately, the research highlights the power of clarity in business communication. In a complex world where companies are constantly trying to find the right partners for new projects, the story they tell matters. The most successful companies were not necessarily the ones with the biggest budgets or the most aggressive partnership announcements. They were the ones that could clearly articulate their vision for the future, their plans for upgrading their industry, and the specific technological paths they were taking. By making these priorities visible and distinct, they made it easier for the right partners to find them. The study does not claim that a good story can replace a good product or a strong team, but it does show that the story is a vital part of the equation, a necessary ingredient in the complex recipe of collaborative innovation.