Researchers develop new method to help investors predict firms’ decision-making, optimize portfolios and generate greater returns
Top management teams at most businesses are charged with maximizing shareholder wealth, making any actions that impede this goal their sole responsibility.
However, these management teams are often pressured to skirt normal business practices in order to meet earnings thresholds. One way is through myopic marketing spending — reducing marketing as well as research and development expenses to boost earnings, which increases short-term results at the expense of long-term performance.
New research from the University of Notre Dame introduces a novel method to help investors predict myopic marketing spending up to a year in advance, giving investors ample time to optimize their portfolios and generate much better returns.
A survey of 500 global executives, conducted jointly by the nonprofit Focusing Capital on the Long Term and McKinsey, found that top management teams continually feel pressured to meet near-term earnings targets at the expense of long-term strategies. They make myopic decisions to make the firm look better. This behavior often happens prior to capital increases, initial public offerings, share repurchases and C-suite retirements.
According to McKinsey, top management teams are willing to “cut long-term growth investments by 17 percent, on average, when faced with a 15 percent decrease in revenue.” This short-term decision making has a downside. It harms stakeholders, including investors, customers and the boards of directors. It is also associated with inferior stock-market performance in the long run, due to loss of market share and delayed innovation.
Unfortunately, investors only notice narrow-minded marketing spending after the fact, through public financial statements.

A new prediction strategy in “Can Words Speak Louder than Actions? Using Top Management Teams’ Language to Predict Myopic Marketing Spending,” forthcoming in the Journal of Marketing from lead author Andre Martin, assistant professor of marketing at Notre Dame’s Mendoza College of Business, along with Tarun Kushwaha from the University of Wisconsin, offers several advantages compared with existing methods.
Martin analyzed the language management teams use in earnings calls, specifically focusing on marketing and earnings emphasis, to predict future instances of myopic marketing spending. The study looked at 11 million sentences from nearly 25,000 quarterly earnings call transcripts of 1,197 firms between 2008 and 2019 and revealed that this approach can predict myopic marketing spending at a quarterly frequency.
“By focusing on the marketing and earnings emphasis language they use, we can forecast instances of myopic marketing spending up to a year in advance,” said Martin, a former software engineer and program manager for Xerox and defense contractor SRC Inc. who specializes in the downstream effects of firm communication. “This provides longer foresight and more frequent prediction opportunities (quarterly) than current existing prediction methods.
“We find that one standard deviation increase in earnings emphasis is associated with a 23.68 percent increase in the likelihood of future myopic marketing spending.”
The findings also showcase fiscal impact.
The researchers compared the financial returns of firms that engage in myopic marketing spending with those that do not and found that using this method to avoid investing in myopic firms yields an additional 6.44 percent in returns over four years. This translates to 1.61 percent annual abnormal returns over existing prediction methods.
“More than just financial gains, this study’s findings have profound governance implications,” Martin said. “They equip boards with an early detection tool for executive actions that could harm long-term firm value, enabling timely intervention.”
They also empower individual investors with insights into executive intentions.
This prediction tool provides stakeholders, regulators and firm competitors with valuable insights into potential top management actions. These actions could affect not only long-term firm value but also market conditions. Reducing the information barrier around executive intentions enables greater monitoring through early detection of myopic actions.
Contact: Andre Martin, 574-631-0711, amarti94@nd.edu
Latest ND NewsWire
- Notre Dame celebrates new pope; Father Dowd offers prayersRev. Robert A. Dowd, C.S.C., president of the University of Notre Dame, offered his prayers for Pope Leo XIV, elected by the College of Cardinals today in Vatican City as the 267th pontiff of the Catholic Church.
- Collaboration with National Education Equity Lab to Create Pathways to Notre DameA group of campus units led by Notre Dame Learning’s Office of Digital Learning are building a pathway to the University for students who might not otherwise envision themselves as candidates to attend. It is an initiative made possible through a collaboration with the National Education Equity Lab, which partners with top universities to deliver actual college credit-bearing courses and supports to scholars in low-income high school classrooms across the nation.
- Clare Cullinan named valedictorian, Bennett Schmitt selected as salutatorian for the Class of 2025Clare Cullinan of South Bend, Indiana, has been named valedictorian and Bennett Schmitt from Jasper, Indiana, has been selected as salutatorian of the 2025 University of Notre Dame graduating class. The 180th University Commencement Ceremony will be held May 18 (Sunday) in Notre Dame Stadium for graduates and guests. During the ceremony, Cullinan will present the valedictory address, and as salutatorian, Schmitt will offer the invocation.
- Notre Dame’s Fightin’ Irish Battalion receives Department of Defense award as nation’s top Army ROTC programThe United States Department of Defense honored the University of Notre Dame’s Army ROTC Fightin’ Irish Battalion as the nation’s top Army collegiate program for the 2023-24 academic year. This will be the first time the unit has received the department’s Educational Institution Partnership Excellence Award, which recognizes the program’s achievements in recruiting, educating, training and commissioning leaders of character to be the next generation of military officers.
- In memoriam: Karl Ameriks, the McMahon-Hank Professor of Philosophy EmeritusKarl Ameriks, the McMahon-Hank Professor of Philosophy Emeritus at the University of Notre Dame, died on April 28 from pancreatic cancer. He was 77. Born in post-World War II Germany, Ameriks’ family emigrated to the United States when he was a child, and he grew up in Detroit, Michigan. He received his bachelor’s and doctoral degrees from Yale University. He came to the Department of Philosophy at Notre Dame in 1973 during a formative time for the department, which had transitioned from a predominantly Thomist focus to the more analytical American philosophy in the 1960s.
- Senior James Reintjes named 2025 Yenching ScholarUniversity of Notre Dame senior James Reintjes has been named a 2025 Yenching Scholar. He is one of 114 Yenching Scholars overall, representing 40 countries and regions around the globe. He is Notre Dame’s 12th Yenching Scholar and its 9th since 2018.