Complex Machine Learning (ML) models used to support decision-making in peer-to-peer (P2P) lending often lack clear, accurate, and interpretable explanations. While the game-theoretic concept of Shapley values and its computationally efficient variant Kernel SHAP may be employed for this aim, similarly to other existing methods, the latter makes…

This study aims to explain how language plays a significant role in improving the performance of regional development banks in Indonesia. The method used was qualitative with a questionnaire instrument involving 6 regional development banks in Indonesia. Some of the main findings are 24 statements were found, 19 of which fall into 5 categories,…

The default risk, one of the main risk factors for bonds, should be measured and reflected in the bond yield. Particularly, in the case of financial companies that treat bonds as a major product, failure to properly identify and filter customers' workout status adversely affects returns. This study proposes a two-stage classification algorithm for…

While recovering from a major personal tipping point (see Part I), I was still able to keep on the lookout for Canadian mathematics education matters. After all, if Canadian mathematics education matters, Canadian mathematics education matters. In doing so, I ran into a number of other financial problems. Everywhere I turned was a financial…

This article looks at whether the Great Recession led to changes in two-year and four-year college enrollment patterns for students aged 18-24. In particular, I examine how the probability of enrollment changed for Black and Latinx students. It is not initially clear whether the Great Recession would increase or decrease college enrollment for…

We quantify the total stock of balances eligible for the Biden administration's 2022 student loan forgiveness proposal and examine which groups would have benefited most. Up to $442 billion in loans were eligible. Those who would have benefited most were younger, had lower credit scores, and lived in lower- and middle-income neighborhoods. We also…

This article proposes an in-depth mathematics analysis of simple and compound interest through an exploration of the mathematical structures underlying these concepts. Financial numeracy concepts (simple and compound interest, interest rates, interest period, present and future value, etc.) have been added to the mathematics curriculum of the…

Financial literacy, as a fundamental skill in the 21st century, has become a life skill that is urgently needed to be improved. Globally, the drive to enhance financial literacy involves integrating it into the education curriculum, necessitating educators' comprehensive grasp of financial literacy education before imparting it to students. This…

College and university leaders are fighting the battle of their lives to maximize their institutions' financial wellbeing. With COVID-19 further weakening institutions' financial positions, are there any hidden sources of savings still to be had? The answer, often, is yes--even for the many institutions who have already made substantial cuts. It…

In 2011, Virginia's General Assembly enacted legislation that required one credit in a stand-alone personal finance course for graduating students. Subsequently, the Virginia Department of Education developed Standards of Learning (SOLs) for Personal Finance and Economics (Code of Virginia §22.1-200-03B), which included a focus on personal…

Despite the increasing amount of research into mathematical problem posing, research shows that much is still unknown about students' cognitive processes when engaged in problem posing. In this study, 16 undergraduate students' problem-posing products and processes are examined in order to shed light on the forms of mathematical reasoning that the…

This study examined the relationship between financial stress and student retention for post-secondary students. Data from 2014 collected at a Pacific Northwest University using The Ohio State's National Student Financial Wellness Study were used to examine the students' reported levels of stress related to finances. Students reported the most…

Since the turn of the twenty-first century, going to college has become increasingly financially difficult in the United States. Tuition prices continued to rise, state funding for higher education declined, and the mean family income declined or stagnated for all but the top 20 percent of families (Goldrick-Rab 2016). In a period where college…

While the majority of college students use credit cards for educational expenses like textbooks, recent data reports that college students also use credit cards to directly fund their schooling by charging for at least some part of their tuition (Sallie Mae, 2009). Because credit cards carry a higher interest rate than student loans, and because…

As China moved from elite to mass higher education, student borrowers as the product of state intervention have surged. Yet little attention has been paid to their voices. This study conducts reflexive thematic analysis with a qualitative inquiry into lived experiences of 41 current borrowers. A five-factor typology of debt attitudes yields a…