Investigating housing affordability with Modeus
How an experienced economics professor used Modeus to bring public data, research code, and decades of judgment into the same project.
After decades in economics, Arthur knew that the most interesting questions were often the ones an average could not answer.
The question survived the semester
At the end of another term, Professor Arthur Ward returned to a question his students kept asking: if the economy is growing, why does getting started feel so difficult? He had taught economics for decades. He knew that an average could describe a country while missing much of the experience of living in it.
Arthur wanted to explore how housing costs, earnings, and employment had changed across regions. He had public datasets to examine, a reading list to revisit, and a notebook full of possible explanations. Getting these materials ready for analysis was familiar work. It also demanded attention he wanted to spend on the questions themselves.
Put the research in order
He began in Modeus with a research brief: compare the patterns, document the choices, and keep every result traceable to its inputs. Together, the project took shape around the public datasets, their documentation, relevant papers, and Arthur’s notes. Differences in definitions and coverage became questions to resolve before drawing comparisons.
Modeus helped prepare a data inventory and draft the code for importing, cleaning, and combining the selected files. Arthur reviewed the choices: which years could be compared, how missing values should be handled, and where inflation adjustments were needed. Each decision stayed with the project, ready to revisit when a result looked surprising.
Follow the chart back to the data
The first charts gave Arthur something concrete to question. He asked Modeus to help refine the plotting code, make units and sources visible, and examine how the patterns changed under alternative groupings. When an abrupt shift appeared, he returned to the dataset documentation before interpreting it as an economic event.
Modeus also helped organize the literature around competing explanations and draft notes connecting the analysis to those debates. Arthur checked the papers and challenged the wording. A relationship in the data needed to remain a relationship; a persuasive explanation still needed evidence. The useful output was a set of charts and arguments he could inspect, revise, and reproduce.
More room for the work he loves
As the project developed, the files, code, figures, and methodological notes became a coherent working record. Arthur could return after a lecture and see where the analysis stood. When he shared an early draft with a colleague, the reasoning behind each chart was available alongside the chart itself.
Modeus helped with the preparation and iteration that carry a research question toward a paper. Arthur supplied the historical perspective, skepticism, and sense of what deserved a closer look. The next time a student asked why the averages felt incomplete, he had new evidence to discuss—and an even more interesting question to ask.
Decades of economic judgment found a new working rhythm, with the data, code, and reasoning kept together.
Illustrative stories featuring fictional people and projects, inspired by the Modeus vision.
What would you make?
Bring your own question. Give it a place to begin.
