AACSB and QS World University Rankings

By Dr. Vlad Krotov

In today’s increasingly competitive global educational landscape, universities from all over the world invest substantial resources in improving their positions in international ranking systems, such as QS (Quacquarelli Symonds) World University Rankings. Achieving a high rank in such systems reflects a university’s excellence in such key areas like academic reputation, research impact, and graduate employability. In addition to serving as a formal recognition of the university’s quality and reputation, these rankings influence the perceptions of prospective students, faculty, employers, and other stakeholders. Thus, a high rank within a widely recognized ranking system  helps a university to attract top student and faculty talent, secure funding, and establish global partnerships. 

International accreditations for business schools, such as the AACSB (Association to Advance Collegiate Schools of Business), play a pivotal role in enhancing a university’s standing in these rankings. Specifically, AACSB accreditation ensures adherence to rigorous global standards in education, faculty quality, and research output, directly contributing to metrics evaluated in QS rankings. 

QS World University Rankings Methodology

To qualify for inclusion in QS World University Rankings Methodology, a university must:

    1. Offer both undergraduate and postgraduate programs.
    2. Engage in academic work across at least two of five broad faculty areas:
      • Arts and Humanities
      • Engineering and Technology
      • Social Sciences and Management
      • Natural Sciences
      • Life Sciences and Medicine

    The QS World University Rankings evaluates qualified universities based on six key performance indicators provided below. These criteria assess various aspects of research, teaching, employability, and internationalization, ensuring a holistic view of an institution’s performance.

      1. Academic Reputation (40%): Derived from a global academic survey, where scholars identify top institutions in their fields. Reflects the perception of academic excellence.
      2. Employer Reputation (10%): Based on feedback from graduate employers worldwide, highlighting institutions that produce exceptional graduates. Represents employability and industry impact.
      3. Student-to-Faculty Ratio (20%): Indicates the quality of teaching and the level of student support, with lower ratios suggesting more personalized education.
      4. Research Citations per Faculty Member (20%): Measures the influence and quality of an institution’s research output, normalized across subject areas. Highlights the institution’s research impact.
      5. Proportion of International Faculty (5%): Assesses the institution’s ability to attract faculty from around the globe, reflecting global engagement.
      6. Proportion of International Students (5%): Measures the diversity of the student body, showcasing the institution’s appeal to students from various countries.

    These metrics collectively offer insights into a university’s strengths, enabling prospective students and stakeholders to make informed decisions.

    How AACSB Accreditation can Enhance QS World University Rankings

    AACSB accreditation can help a university improve its QS World University Rankings in the following ways:

      1. Enhanced Academic Reputation: QS rankings give significant weight to academic reputation of a university. AACSB accreditation is a prestigious and highly selective international recognition that serves as a seal of excellence in business education. Institutions with AACSB accreditation are seen as providing higher-quality education – something that can positively impact the university’s academic reputation in the eyes of peers and employers.
      2. Quality of Faculty and Research: AACSB accreditation places strong emphasis on faculty qualifications and their research output. Pursuing AACSB accreditation usually leads to improvement in faculty credentials as well as the quality and impact of their research. Research quality and impact are some of the key metrics in QS rankings. With AACSB, a university is likely to attract better-qualified faculty with a more visible and impactful portfolio of intellectual contributions, boosting its international academic profile and research impact.
      3. Student Employability: QS rankings system considers the employability of graduates as a major factor. AACSB-accredited institutions often have stronger connections and better reputation with industry and provide curricula that are more aligned with market needs. As a result, graduates from AACSB-accredited programs tend to have higher employment rates and better career outcomes, improving the university’s standing in QS employability metrics.
      4. Internationalization and Global Recognition: AACSB is a globally recognized accreditation body for business schools. Being accredited by AACSB can help an institution gain international recognition and attract international students and faculty. International diversity is a key factor in QS rankings. Thus, enhanced global visibility obtained via the “AACSB accredited”, can give a university a big boost in this area of QS rankings.
      5. Focus on Continuous Improvement: AACSB-accredited institutions are required to undergo continuous assessment and improvement processes. This focus on institutional growth, innovation, and maintaining high standards ensures that the university is constantly evolving to meet global educational trends, which positively influences multiple QS ranking factors like research impact, faculty quality, and employer reputation.
      6. Attracting High-Quality Partnerships: Universities with AACSB accreditation often have better opportunities to form partnerships with leading global institutions. Obtaining AACSB accreditation opens many partnership opportunities with some of the world’s finest business schools, allowing the institution to enhance collaboration in research, student exchanges, and faculty development. This can improve the university’s international profile and increase its overall ranking in QS.

    Synergy between AACSB and QS World University Rankings

    It is clear that that there is a strong synergy between AACSB accreditation and the QS World University Rankings. While QS rankings offer guidance and a comprehensive evaluation of a university’s performance across key metrics such as academic reputation, research impact, and employability, AACSB accreditation strengthens these areas by ensuring excellence in business education, faculty quality, and numerous institutional practices. Together, AACSB and QS World University Rankings provide a powerful framework for universities to enhance their global standing, attract top talent, and establish impactful partnerships. As the global educational landscape continues to evolve and becomes more and more competitive, leveraging such recognitions becomes essential for institutions aiming to remain competitive and deliver exceptional value to students, faculty, and stakeholders worldwide.

    What is indirect assessment?

    By Dr. Vlad Krotov

    The term indirect assessment refers to methods of evaluating student learning and outcomes based on perceptions, reflections, and other methods that do not directly assess student knowledge or skills. Typical indirect assessment tools include alumni surveys, interviews with graduating students, employer focus groups, reviews of students’ reflective essays, etc. Indirect assessment is designed to gather data on student experiences, satisfaction, and perceived learning outside the traditional classroom environment, to better understand the effectiveness of educational programs and practices.

    AACSB standards emphasize the importance of both direct and indirect assessment in demonstrating a school’s commitment to excellence. There are several reasons why indirect assessment is important for AACSB and other accreditation agencies: 

      • Comprehensive Evaluation: Indirect assessment complements direct assessment methods (such as exams, projects, and practical demonstrations) by providing a more holistic view of student learning and program effectiveness.

      • Student Feedback: indirect assessment captures students’ perspectives on their learning experiences, which can highlight strengths and weaknesses in the curriculum, teaching methods, and overall educational environment.

      • Stakeholder Engagement: Indirect assessment involves engaging various stakeholders, including students, alumni, and employers, which can strengthen the connection between the school and its broader community. This engagement can provide valuable feedback for aligning educational programs with the needs and expectations of these stakeholders.

    In summary, indirect assessment is a crucial component of accreditation because it helps ensure that business schools are not only achieving their educational goals but also continuously improving and meeting the needs of their students and other stakeholders.

    Three Strategies for GAI-Proofing Your Course

    By Dr. Vlad Krotov

    Generative AI has hit business educators like a freight train. In just a few months after its launch  in 2022, ChatGPT had acquired 100 million users; 200 million users are predicted by 2023. Following the suit, Google has released its own conversational chatbot, Google Bard this year. Google Bard is powered by the same technology as Google’s search engine, so, unlike ChatGPT, it seems to be more aware of recent news and developments.

    Shortly after the release of ChaGPT by OpenAI, several professors from top business schools announced that ChatGPT was able to pass their exams. While some business school professors still act as if ChatGPT doesn’t exist, a growing number of educators believe that Generative AI is a disruptive technology that will quickly and permanently alter the century-old rules and pedagogical approaches in business education. If this is true, then educational institutions must introduce changes and create policies to ensure that students use this new, disruptive technology in a way that does not impede their learning.

    Nowadays, most students know what ChatGPT is and how to use it for completing homework assignments. How to mitigate the academic integrity issues associated with the use of GAI by students seems to be of the utmost importance to business schools, since academic integrity is important for quality of business education and is a formal requirement of all major international accreditation bodies, such as AACSB. In this article, I outline three simple strategies that business educators can use to mitigate academic integrity issues caused by GAI use. I also discuss each of these strategies’ pros and cons. 

    Punitive Strategy

    Despite the rapid advancements in GAI, Many educators choose to teach their courses “as is”. Some specify in their syllabi that the use of Generative AI for completing assignments is prohibited and punishable under the school’s Academic Integrity Policy. AI-detection tools, such as ZeroGPT, are used to monitor student submissions for AI-generated content. 

    Pros

      • Trusting students to make ethical choices and punishing those who do not is an old, simple, and, perhaps,  wise approach for ensuring academic integrity. When students want to cheat, they will find a way to do so – by using GAI, hiring someone to do their projects, or in some other way. It is important for educational institutions to have an admissions process that screens out students who are likely to cheat in the first place. Instructors should be able to trust most students and not act as investigators and prosecutors at all times. If a cheating student is caught, the punishment should be severe enough to deter others from even considering unethical behavior.  
      • A minimal amount of effort on the part of faculty and the business school is required with this approach
      • A business school may want to take this approach in the short term if they want to “wait and see” what happens with Generative AI in business education before making any important decisions or investments. 

    Cons

      • AI detection tools are often ineffective at detecting AI-generated text, even though this issue is not as serious as some educators believe. False-positives are also quite common. It is possible for students to revise AI-generated text to make it unlikely that it will be flagged by such software as ZeroGPT. Furthermore, proofreading tools such as Grammarly and WordTune can produce false positives as well. 
      • GAI is here to stay, most likely. It may not be wise to prohibit students from using GAI tools, since these tools may soon become essential in the business world. 
      • In the near future, business schools will probably discover new ways to improve student learning by implementing GAI. Those business schools that do not adopt GAI for teaching and learning may soon lag behind those that do. 

    Flipped Classroom Strategy

    It is possible to “flip” a class so that most learning and important assessments take place in a physical classroom, in front of the instructor, and with very little use of computers. For example, all exams can be administered face-to-face. Important learning exercises can be done in class as well. Major projects, while carried out outside of the class, should be presented and defended in class as well. 

    With this approach, the instructor can offer students help and make sure they are the ones doing the assignments. An instructor can ask individual students or student groups to demonstrate and explain progress on their project work in class every week. The grading weight devoted to attendance and participation can be increased as well, encouraging students to attend face-to-face classes. Students are free to use GAI tools outside of the classroom in any way they see fit (e.g. to prepare for a particular class session), but they should be able to demonstrate their competence face-to-face.

    Pros

      • Performing teaching and assessment face-to-face can be quite effective for attaining course learning objectives. 
      • It’s much easier for an instructor to detect cheating when most of the work is performed in front of him or her.

    Cons

      • While it’s possible to ask online students to take major exams or defend major term projects on-campus, this strategy is obviously not well-suited for asynchronous online courses. 
      • May not be appropriate for large classes, since this approach requires individual attention to every team and, sometimes, every student. 

    Integration Strategy

    Instead of excluding GAI from the classroom, an instructor may choose to embrace the technology in a way that actually assists teaching and learning. This is probably one of the most effective yet difficult approaches. GAI is still a new technology. Many educators lack a solid understanding of how to use this technology ethically and productively. 

    What’s clear though, is that this approach may require a radical redesign of each course’s pedagogy. GAI can be used by students to answer basic questions at the “understanding” level of Bloom’s Taxonomy, for example. In fact, students may be instructed to ask ChatGPT or Google Bard questions in relation to the subject matter of the course and then to read and evaluate the responses as a part of an assignment. Thus, the point of the assignment is to interact with GAI and not to provide “correct answers”. 

    When it comes to higher-order cognitive skills, an instructor may ask very complex and context-specific questions in a format not supported by major GAI tools in order to decrease the likelihood that GAI will be used to complete these assignments. 

    Ideally, these assignments should be in the form where GAI still lacks capability. For example, instead of just asking to analyze a case study, the instructor can ask students to create flowcharts or UML Activity Diagrams based on the case. Alternatively, students can be asked to record videos with their analyses and post them to YouTube. Thus, even if students ask GAI for assistance, the final product will largely be their own work. 

    Also, while GAI tools such as ChatGPT and Google Bard are becoming increasingly knowledgeable in many topics and increasingly capable of performing very complex cognitive tasks, they often lack knowledge and understanding of very narrow and specific contexts. For example, an instructor can ask complex questions in relation to specific local individuals or organizations that may be known only to students and the instructor. For example, let’s say there’s a small, local software company where the university is located. The instructor can talk about this company in class and then asks students to come up with strategies that are suitable for this company given its unique local context

    Regardless of which approach is chosen for assessing higher-order cognitive skills, the instructor can quickly run his or her questions and assignments through ChatGPT or Google Bard to see what kind of responses students are likely to get when they ask GAI for help. If GAI can answer these questions with ease, then additional context or complexity needs to be added to the question. ALternatively, the format of the assignment can be changed (e.g. from an open-ended response to a visual diagram). 

    Students can rephrase these specific questions as generic ones and submit them to ChatGPT. But generating a quality response will still require analyzing and accommodating the local context (and this is where most of the learning will occur) or putting the responses in a format that still entails some learning. The instructor can deduct points if the local context is not properly accounted for or the format instructions are not followed. A grading rubric can be created that evaluates students’ work based on the extent to which a solution is contextualized for a specific company or individual and the extent to which all the directions were followed. If necessary, an oral defense can be scheduled so that students can demonstrate their mastery of the material. 

    Pros

      • Since GAI is likely to become a permanent fixture in business, this approach will make students more prepared for the era of GAI
      • With this approach, the instructor can automate some of the basic tutoring tasks and focus on developing higher order cognitive skills among students via complex, contextualized, and innovative assessments. 

    Cons

      • This approach can be time consuming, since it requires quite a bit of thinking and curriculum revision
      • Many educators may lack time, expertise, or motivation for integrating GIA into their curriculum in a way that is ethical and conducive to student learning. 

    In conclusion, it can be said that Generative AI is very likely to become a permanent fixture in business education. Individual educators and business schools will have no choice but to adapt to this new, disruptive technology and find ways to accommodate in an ethical and productive fashion. The list of strategies for accommodating GAI in the classroom provided here is not perfect or exhaustive. What’s important though is that every educator and business school should have a strategy in relation to GAI, or they will quickly find themselves in a disadvantaged situation. Having a strategy in relation to GAI is better than having no strategy at all. 

    What is accreditation consulting?

    By Dr. Vlad Krotov

    Accreditation consulting

    Accreditation consulting is a service provided to educational institutions, particularly colleges, universities, and schools. Accreditation firms guide educational institutions through the process of obtaining accreditation from recognized accrediting bodies or agencies. Typically, accreditation consulting firms or consultants offer expertise, guidance, and support to institutions seeking accreditation in the following areas: 

      • Assessment and Readiness Evaluation: Consultants evaluate the institution’s current practices, policies, and procedures to determine its readiness for the accreditation process. They identify areas of improvement and develop action plans to meet accreditation standards.
      • Compliance Review: Accreditation consultants help institutions ensure compliance with the accreditation requirements and standards set by accrediting bodies.
      • Documentation and Report Preparation: Consultants assist in compiling the necessary documentation and preparing reports required for the accreditation application.
      • Strategic Planning: Consultants help institutions develop long-term strategic plans to align their objectives with the accreditation requirements and enhance their educational programs and services.
      • Business Process Reengineering. Accreditation consultants help institutions create new processes or revamp existing ones in compliance with accreditation requirements. These processes may include tenure, promotion, assurance of learning, faculty mentoring, etc.  
      • Training and Workshops: Accreditation consultants may conduct training sessions and workshops for faculty and staff to familiarize them with accreditation standards and best practices.
      • Mock Visits: Some consultants organize mock accreditation visits to simulate the actual review process and identify areas that need improvement.
      • Continuous Improvement: Accreditation consultants work with institutions to develop a culture of continuous improvement, encouraging ongoing assessment and enhancement of educational quality.
      • Data Gathering and Analysis: Accreditation consultants help institutions gather and analyze data about students, faculty, and employers. An educational institution often performs this to demonstrate compliance with specific standards and requirements.
      • Communication and Liaison: Consultants may act as liaisons between the institution and the accrediting body, ensuring effective communication and addressing any queries or concerns.

    Although accreditation consultants can be quite useful, institutions should not rely solely on them to get them through accreditation processes. Colleges and universities should actively engage in internal self-assessment and improvement efforts to ensure long-term compliance with accreditation standards. Accreditation is not a snapshot of a particular moment in time when a college or school excelled in meeting accreditation standards, but rather a continuous self-improvement journey. Additionally, when seeking accreditation consulting services, institutions should choose reputable firms or individuals with expertise in their specific accreditation requirements and a track record of successful outcomes.

    What is Triple Crown Accreditation?

    By Dr. Vlad Krotov

    Triple crown accreditation: AACSB, EQUIS, AMBA

    Triple crown accreditation refers to a prestigious recognition awarded to business schools that have achieved accreditation from three prominent international accreditation bodies for business education. These three major accrediting organizations are:

      • Association to Advance Collegiate Schools of Business (AACSB): AACSB accreditation is widely regarded as the most rigorous and prestigious accreditation for business schools. It focuses on evaluating the quality of a business school’s faculty, curriculum, teaching methods, and research output.
      • European Quality Improvement System (EQUIS): EQUIS is a European-based accreditation body that assesses the overall quality and internationalization of business schools. It evaluates aspects such as governance, programs, student body, research, and engagement with the corporate world.
      • Association of MBAs (AMBA): AMBA is a global accreditation body specifically focused on MBA programs. It assesses the curriculum, faculty, student diversity, and career services of MBA programs offered by business schools.

    Achieving triple crown accreditation signifies that the school has met stringent international standards of excellence in business education and is recognized for delivering high-quality programs with global relevance. Triple crown accreditation is a mark of distinction and can enhance a business school’s reputation and attractiveness to prospective students and employers. It is estimated that only one percent (approximately 120) of business schools have achieved triple crown accreditation. Even so, triple crown accreditation does not imply that the school is among the top one percent of business schools worldwide. 

    Achieving triple crown accreditation is a challenging and lengthy process that requires a strong commitment to continuous improvement and academic excellence. As a result, only a select number of business schools around the world have earned this distinguished status. Furthermore, business schools in Europe and Asia are more likely to pursue triple crown accreditation than those in the United States.

    Business Accreditation and Curriculum Alignment

    By Dr. Vlad Krotov & Dr. Pitzel Krotova

    AACSB and ACBSP Curriculum Standards

    Obtaining an international accreditation for a business school usually requires extensive revisions of existing curriculum in order to meet the requirements of curriculum-specific accreditation standards. For example, Standard 4 of the Association to Advance Collegiate Schools of Business (AACSB) requires that “the school delivers content that is current, relevant, forward-looking, globally oriented, aligned with program competency goals, and consistent with its mission, strategies, and expected outcomes” (AACSB International, 2022). Similarly, Standard 6 of the Accreditation Council for Business Schools and Programs (ACBSP) requires that “the curriculum must be comprised of appropriate business and professional content to prepare graduates for success” and that the business school “must have a systematic process to ensure continuous improvement of curriculum and program delivery” (ACBSP, 2022). In this article, we talk about the most important elements of a business curriculum and how these elements can be aligned in order to meet the accreditation requirements and build an effective, self-sustaining quality assurance system in relation to business curriculum.

    Curriculum Elements

    In short, curriculum describes what is taught at a business school and how it is taught (Squires, 2012). A curriculum is usually formalized using a document or a plan that spells out the following:

      1. Program learning outcomes (PLOs)  that graduates must master
      2. Course learning outcomes (CLOs) or goals that outline smaller and specific learning objectives to be achieved within each course comprising the program
      3. Alignment of program learning outcomes (PLOs) and course learning outcomes (CLOs); this alignment is usually provided with the help of a course alignment matrix (CAM) that shows how individual courses and their CLOs support PLOs
      4. Appropriate assessment tools that can be used to measure CLOs and/or PLOs
      5. The content or material to be taught within each course comprising the program in the form of course syllabi

    There are many other elements that comprise a curriculum (see Table 1). All these elements must be properly aligned to ensure effective development of the desired competencies among students.

    Curriculum ElementDescription
    College MissionDefines the aim of a college, its main reason for existence
    Market ConditionsEconomic marketplaces often dictate which professions or competencies are in demand in the workplace
    Compliance StandardsAccreditation and governing bodies often mandate competencies that a particular program needs to develop
    Program Learning Outcomes (PLOs)High-level goals (or competencies) that students are expected to attain as a result of completing a particular program of study
    Course Learning Outcomes (CLOs)Specific course-level objectives (or competencies) that students are expected to attain as a result of completing a specific course
    Course MaterialsTraining materials used as part of a course: textbooks, books, journals and journal articles, electronic and multimedia materials, etc.
    PedagogyVarious theories, methods, or tools employed to develop competencies among students
    TechnologyInformation and Communication Technologies (ICTs) used to deliver course content
    Physical ResourcesPhysical facilities (e.g., classrooms, labs, specialized equipment, etc.) allocated to a course or program
    Credit HoursAmount of face-to-face or online interaction between a student and an instructor devoted to a particular course or program
    Assurance of Learning (AoL)How attainment of particular learning outcomes (or competencies) is assessed and reported at the course and program level
    Table 1. Curriculum Elements (Camba & Krotov, 2015)

    Curriculum Alignment

    Curriculum alignment can be viewed as a triangle with the following three cornerstones: curriculum, teacher, and test (see Figure 1).

    Figure 1. Curriculum Alignment Model (English, 2000)

    The model shows the need for the three elements to be connected or aligned. Educational goals that are targeted by the curriculum become the basis of defining the work to be done by teachers. Formal testing (or assessment) is used to evaluate the degree to which teachers further deliver the educational goals set forth by the curriculum. Thus, a well-aligned curriculum can also be viewed as a self-sufficient quality control system.

    The model shows the need for the three elements to be connected or aligned. Educational goals that are targeted by the curriculum become the basis of defining the work to be done by teachers. Formal testing (or assessment) is used to evaluate the degree to which teachers further deliver the educational goals set forth by the curriculum. Thus, a well-aligned curriculum can also be viewed as a self-sufficient quality control system.

    Managing Curriculum Alignment

    Lewin’s process-based change management model (see Figure 2) can be used as a guiding framework for an effective curriculum alignment initiative.

    Figure 2. Lewin’s Change Management Model (Kaminski, 2011)

    Figure 2. Lewin’s Change Management Model (Kaminski, 2011)

    The first stage of the curriculum alignment process is the so-called “unfreeze” stage. This stage aims to prepare for the desired changes in the curriculum by having clear and open communication with all the relevant stakeholders in relation to the desired changes in the curriculum. In this stage, people involved in delivering and managing the curriculum analyze the current curriculum and identify the changes that are necessary in order to meet the accreditation standards or achieve the desired improvements in relation to the curriculum. All the stakeholders participating in the “unfreeze” stage need to be convinced that new materials, structures, and processes must be adopted in order to achieve desired improvements. In the second stage called “change,” the stakeholders implement the intended changes to the curriculum. This phase is time-consuming, confusing, and costly. The third stage of the curriculum alignment process is the “refreeze” stage. During this stage, changes to the curriculum are stabilized. The main concern in this phase is to ensure that change becomes a permanent part of the normal process and the system does not revert to the old ways and habits.

    References

    AACSB International (2022). 2020 Guiding Principles and Standards for Business Accreditation. Retrieved from https://www.aacsb.edu/educators/accreditation/business-accreditation/aacsb-business-accreditation-standards

    ACBSP (2022). Accreditation Standards. Retrieved from https://acbsp.org/page/accreditation-standards

    Camba, P., & Krotov, V. (2015). Critical success factors in the curriculum alignment process: The case of the college of business at Abu Dhabi University. Journal of Education for Business90(8), 451-457.

    English, F. W. (2000). Deciding What to Teach and Test: Developing, Aligning, and Auditing the Curriculum. California: Corwin Press, Inc.

    Glatthorn, A. A. (1999). Curriculum alignment revisited. Journal of Curriculum and Supervision, 15(1), 26.

    Kaminski, J. (2011). Theory applied to informatics-Lewin’s change theory. Canadian Journal of Nursing Informatics6(1).

    Squires, D. (2012). Curriculum alignment research suggests that alignment can improve student achievement. Clearing House, 85(4), 129-135. 

    Accreditation Reaffirmation via Skeletons of the Self-Study Teams

    By Dr. James E. Mackin

    Whether we’re talking about regional or professional accreditation, there is always work to be done to ensure that the institution is progressing toward the next accreditation visit (the so-called “accreditation reaffirmation”).  It is all too common that once an accreditation visit has taken place and all of the recommendations emanating from the visit have been addressed, an institution will essentially relax until the next visit is imminent.  Then, the scramble begins again to ensure that the institution is in compliance with the accreditation requirements.  Inevitably, the institution will at the very least receive recommendations from the next accreditation visit because accreditation standards have not been addressed in between accreditation visits.

    The point is that institutions should never relax when it comes to accreditation requirements.  It is useful to think about accreditation as a process by which institutions can ensure that they are always doing the right things.  For example, it is a good thing for students that institutions constantly assess learning outcomes, and that is why accrediting bodies require continuous assessment of learning outcomes.  Therefore, even without the looming threat of accreditation, institutions should continuously address accreditation standards on an ongoing basis.

    One strategy that you can use to ensure that you are always paying attention to your accreditation standards is to maintain skeletons of the self-study teams even during periods when an accreditation visit is not imminent.  The skeleton self-study teams would continuously monitor the institution’s compliance with accreditation standards, and if any “relaxing” does occur, the teams can bring concomitant issues to your attention for remediation.  The point is that if the institution operates as if an accreditation visit is always on the horizon, then the issues that come up at an actual accreditation visit will be relatively minor and will be straightforward to deal with.

    The Main Pedagogical Goals of Case-Based Teaching

    By Dr. Vlad Krotov

    Being put simply, a teaching case is a real or fictional story about an organization, its employees, and the issues they are facing. The value of the case study method comes from two broad areas. First, using case studies in class allows students to learn more about real companies – their successes and challenges. This has significant practical value: students can apply what they learn about real companies and managers in their workplace. From a pedagogical standpoint, case studies provide illustrations of class concepts within a real-life context. Second, using case studies allows an instructor to facilitate the development of higher-order cognitive skills among students. These higher-order skills are developed by asking students to apply class material to real-world situations. The material can be applied by finding an instance of a class concept in the case to clarify a situation that the company is facing. Alternatively, management frameworks can be used for analyzing or evaluating the current state of the company, and creating recommendations based on the more prescriptive theories that students learn in class. Each of these valuable dimensions of the case study method is expanded upon in the subsequent paragraphs.

    Business is more of a professional field, rather than a hard science like Physics. In professional fields, idiosyncratic knowledge about individuals and organizations is arguably more valuable than knowledge of theoretical generalizations. If this is the case, then business professionals should benefit greatly from past stories of successful (or unsuccessful) companies or managers – just like doctors can benefit from studying prior medical cases and pondering over their patients’ medical histories. Case studies often provide fairly detailed, multi-point accounts of organizations and their employees. This knowledge can help students identify problems and create solutions for their own specific organizations, just like knowledge of prior medical cases helps doctors treat their current patients.

    Moreover, these idiosyncratic accounts of people and organizations are often told with the level of detail, complexity, and ambiguity that is close to real-life business scenarios. Anyone with experience working in an organization understands that important organizational problems have many contributing factors and related issues. It is often hard to narrow down a problem to a single factor and suggest a simple solution that targets that factor only. Moreover, the way various factors contribute to an important problem is often not deterministic and highly intertwined with other issues and factors. Thus, it is hard to tell with certainty which factors contribute to the problem, in what way, and to what extent. All these issues make case studies a valuable vehicle for exposing students to the real-world complexity that is often present when dealing with various organizational issues within the real world.

    As mentioned earlier, addressing these highly complex and often ambiguous organizational problems requires higher-order cognitive skills, such as the ability to apply, analyze, evaluate, and create (see Figure 1). For example, answering the question of why a particular company is experiencing a decrease in market share may require performing an analysis of the industry that the company is in, using the Five Industry Forces Framework. Similarly, evaluating the company’s current situation may require organizing a number of internal and external factors. Creating and recommending a potential solution requires the ability to understand and contextualize various prescriptive management theories (e.g. pursuing strategies that utilize internal strengths for neutralizing external threats or taking advantage of external opportunities is likely to improve organizational performance). To analyze, to evaluate, and to recommend are all higher-order cognitive skills as outlined by Bloom’s Taxonomy. Case studies provide a fruitful platform for practicing and developing these important cognitive skills among students.

    Figure 1. Learning Goals under Bloom’s Taxonomy

    Finally, case studies give students an opportunity to learn how to apply what they learn in class to a real-world situation. Business is largely an applied field. Basic, fundamental theories in Psychology are often applied to manage people within an organization. Fundamental theories of micro and macroeconomics are applied to an organization or industry to formulate long-term strategies for an organization. Basic mathematical models are used in Accounting and Finance. Thus, being able to apply concepts or theories within real organizations for the purpose of addressing organizational problems or pursuing opportunities is an essential skill for any business professionals. Case studies allow students to do precisely that: to practice applying abstract concepts, frameworks, and theories to complex, ambiguous organizational context for the purpose of attaining positive results for the organization.

    It should be noted that these important learning goals can hardly be achieved with what seems to be a more common approach to higher education: in-class lectures delivered using PowerPoint slides followed by multiple-choice exams. Multiple choice questions largely test one’s ability to remember discrete facts and not necessarily to understand a complex organizational problem in a holistic fashion. Moreover, multiple choice questions, while capable of assessing one’s ability to apply concepts, often do so in isolation from the complexity and ambiguity of the context within which these concepts are applied. Finally, there is an inherent determinism in multiple choice questions. Only one answer is the correct one. This stands in sharp contrast to the case study approach, where there is no such thing as a “hundred percent correct answer”.

    But this is not to say that multiple choice questions are an inherently inferior assessment based on a case study. Multiple choice questions serve a different purpose: to assess lower level cognitive skills, such as the ability to remember facts or understand basic concepts. That is why multiple-choice assessment is so common in lower level, undergraduate, and introductory courses. Also, with some ingenuity, one can create multiple choice questions that tap into the higher-order cognitive skills. For example, calculating the current cash position of a company and selecting the right answer from the list of several choices may require performing a complex analysis of other financial statements. Similarly, case study question may test the ability of a student to remember simple facts about the company described in the case. Thus, there is a considerable overlap between the educational goals of case-based assessment and other, more basic forms of assessment.


    Krotov, V. (2002). Case-Based Assessment: A Theoretical Framework and Practical Advice. Profeducation. Available from Amazon: https://www.amazon.com/Case-Based-Assessment-Theoretical-Framework-Practical-ebook/dp/B08BYW9X79

    Krotov, V., & Silva, L. (2005). Case study research: Science or a literary genre?. AMCIS 2005 Proceedings, 50.

    Bloom, B. S., Engelhart, M. D., Furst, E. J., Hill, W. H. & Krathwohl, D. R. (1956). Taxonomy of educational objectives: The classification of educational goals. Handbook I: Cognitive domain. New York: David McKay Company.

    Components of an Effective Assurance of Learning (AoL) System

    By Dr. Pitzel Krotova

    The Assurance of Learning (AoL) Requirement

    A variety of terms have been used to describe Assurance of Learning (AoL): assessment, assessment of learning outcomes, outcomes assessment, and many others. AoL or assessment can be defined as a systematic and evidence-based approach for assessing the degree to which students meet the stated learning outcomes by devising changes that improve student learning. 

    An effective and sustainable AoL system is an important requirement of many accreditation standards, such as the Association to Advance Collegiate Schools of Business (AACSB) and the Southern Association of Colleges and Schools Commission on Colleges (SACSCOC). For example, Standard 5 (p. 41) of the 2020 Guiding Principles and Standards for Business Accreditation published by AACSB requires that each school:

    … uses well-documented assurance of learning (AoL) processes that include direct and indirect measures for ensuring the quality of all degree programs that are deemed in scope for accreditation purposes. The results of the school’s AoL work leads to curricular and process improvements.

    Similarly, Section 8 of the Principles of Accreditation: Foundations for Quality Enhancement published by SACSCOC requires that each educational institution:

    …identifies, evaluates, and publishes goals and outcomes for student achievement appropriate to the institution’s mission, the nature of the students it serves, and the kinds of programs offered. The institution uses multiple measures to document student success.

    Different Ways to Fail in AoL

    Despite the importance of AoL for continuous quality improvement in relation to student learning and attaining and reaffirming accreditation, this is also the area where, based on the comments from many reviewers, many business schools struggle or simply fail. While each successful AoL system has characteristics that are unique to the institutional mission and the context where the system is implemented, it can be argued that an unsuccessful AoL system usually fails in one or more of the four areas listed below:

      1. The AoL system is not designed in accordance with best practices or requirements of major accreditation agencies
      2. The AoL system is not fully aligned with the institutional mission and goals
      3. The AoL system does not produce any traceable changes that result in improvement in student learning
      4. The AoL system is not sustainable; it is quickly abandoned after one or more cycles of assessment

    Components of a Successful AoL System

    In order to comply with the accreditation requirements and produce specific, traceable changes that improve student learning and help the institution achieve its mission and goals, an AoL system must rely on the following components:

      • Clear, collectively developed institutional mission and goals
      • A list of Institutional Learning Outcomes (ILOs)
      • A list of Program Learning Outcomes (PLOs) for each program included in assessment
      • A list of specific, measurable Course Learning Objectives (CLOs)
      • Alignment of ILOs, PLOs, and CLOs with institutional mission and goals
      • Alignment of mission, goals, and learning outcomes with appropriate accreditation standards or industry requirements
      • An AoL committee or task force comprised of representatives from various academic and nonacademic units and levels of an HEI
      • Templates outlining the general approach and technicalities of assessment and reporting
      • A clear, collectively developed and mutually agreed upon assessment plan
      • Alignment of assessment planning and reporting
      • Templates for assessment maps or matrices
      • A simple yet robust system for gathering, analyzing, and distributing AoL data
      • Availability of Assessment Coordinators to carry out assessment for individual programs, departments, and colleges
      • A variety of formative and summative measures appropriate for the stated learning outcomes
      • Clear assignment of responsibilities in relation to AoL
      • Clear deadlines for various AoL events and deliverables
      • A formal approach to assessment data analysis
      • A template for assessment reports
      • Dissemination of assessment data to all the relevant stakeholders
      • Decision making, recommendations, and changes driven by assessment data
      • Continuous improvement in student learning and success based on AoL
      • Contribution to broader societal goals through improved teaching and student learning

    As one can see from the list, an effective AoL system requires many components and a holistic approach based on the collaboration of all the important stakeholders in education, such as faculty, administrators, staff, students, employers, HEIs, accreditation agencies, and society as a whole.

    Risk Management for Business Schools

    By Dr. Vlad Krotov and Dr. Jacob Chacko

    The 2020 Business Accreditation Standards by AACSB require a business to “maintain an ongoing risk analysis, identifying potential risks that could significantly impair its ability to fulfill the school’s mission, as well as a contingency plan for mitigating these risks.” With the recent events surrounding the COVID-19 pandemic and its impact on educational institutions around the globe, there is a growing realization among business schools and their leaders of the importance and usefulness of Risk Management in their organizations.  In this article, we briefly discuss the Risk Management Process and offer simple, practical guidelines on how to identify, analyze, and mitigate risks with the help of a formal Risk Management Plan that is aligned with a broader Strategic Management Plan devised by a business school.

    Simplifying Assumptions

    In this article, we make a number of assumptions in relation to Risk Management (see Figure 1). We believe that these assumptions will simplify the Risk Management Process and make it more effective in mitigating the identified future risk events.

    Figure 1. Risk Management Assumptions

    Figure 1. Risk Management Assumptions

    First, we believe that Risk Management is not a “bulletproof shield” for protecting a business school against all possible risks. It is rather a tool or a method that, if used effectively, can reduce the negative impact of risk on the organization. Risk Management can also be misused and turn into a vain exercise. This usually happens when the Risk Management process is (a) based on flawed analysis that does not properly identify and analyze important risks, (b) too complex and, thus, impractical, or (c) not backed by adequate resources required for risk mitigation. Second, we also believe that Risk Management is subjective. Risk Management is much closer to art rather than science; it is based on subjective reasoning and viewpoints, requires imagination for proper risk identification, and is heavily impacted by the “unknowns.” Because of that, we are strongly against a naïve, overly quantitative approach to Risk Management. We do support a formal, structured approach to risk analysis that makes use of appropriate quantitative and qualitative factors. Third, we believe that simplicity is the most effective response to the inherent complexity and serendipity of the environment that many business schools are operating it. We believe that overly complex, highly structured plans are inherently “fragile” in the face of the uncertain, highly complex, and turbulent environment that many business schools are increasingly finding themselves in. Simple, agile plans and structures are more robust and effective during the times of turbulence and uncertainty.

    Risk Management Process

    Risk Management can be defined as a continuous process comprised of the following steps or phases: analysis of strategic priorities and relevant internal and external factors, identification and definition of risk bearing events, analysis of risks based on likelihood and severity of their impact, mitigating risks by devising response strategies and actions and assigning people responsible for these actions, and monitoring of risks and periodic reporting in relation to these risks to key stakeholders (see Figure 2). Each of these steps is discussed in more detail in the sections below.

    Figure 2. Risk Management Process

    Analyzing Strategic Priorities and Relevant Internal and External Factors

    Risk Management starts with the analysis of the current strategic priorities. As explained in Standard 1 of the 2020 Business Accreditation Standards published by AACSB, risk management is a part of a broader strategic management process and should be carried out in a way that supports a business school in attaining its strategic goals and objectives. Many of the internal and external risks can be identified by analyzing an organization’s internal strengths and weaknesses together with external opportunities and threats (the so-called SWOT analysis).

    Identifying and Defining Risks

    After this analysis, the organization should be able to identify and clearly describe important risk bearing events it is facing in relation to its internal and external environments. Examples of external risks include: 

      • Growing competition for students among existing educational institutions
      • Drops in enrollment due to demographics changes
      • Deficit of resources due to worsening economic conditions

    Examples of internal risks include:

      • Decreases in funding due to budgeting changes at the university level
      • Inadequate staffing
      • Turnover in leadership

    A table with clear descriptions of identified risks should be the main deliverable of the risk identification and definition phase.

    Analyzing Risks Based on Likelihood and Impact

    While all kinds of risks can and should be identified as a part of the Risk Management process, not all risks have the same estimated likelihood and potential impact. Thus, each risk should be carefully analyzed to determine (1) the likelihood of an event occurring and (2) severity of its impact (see Figure 3).

    Figure 3. Risk Categories

    This categorization of risks allows one to prioritize attention and resources in relation to possible future events. Events that are very likely to occur and which can possibly have a great impact on an organization should be treated as critical events. These events require special attention and resources to prevent their negative impact on the organization. Possible future events with moderate likelihood and moderate-to-high impact should be treated as important risk events. While being treated with adequate attention and resources, as a rule, these events should require less attention and resources than critical events with high likelihood and high impact.  Low likelihood events with moderate-to-high impact should require a moderate level of attention and resources. Events with moderate-to-high likelihood and low impact should be acknowledged and dealt with, but with a minimum level of resources. Finally, events with low likelihood and low impact should be discussed but probably excluded from a formal risk management plan to keep it simple.

    Mitigating Risks by Devising Mitigation Actions and Assigning Responsibilities

    After analyzing each possible risk event in terms of its likelihood and impact on the organization, possible actions for mitigating these risks should be devised. It is important to assign to each risk event a “risk owner”—a person responsible for taking a lead on these risk mitigation actions. More thought and extra planning should be put into critical and important events. Important organizational leaders should not be “overextended”; they should be assigned as “leads” only to critical and important risk events.

    Monitoring Risks and Establishing Period Reporting to Key Stakeholders

    People in charge of the specific risks should be given the formal task of monitoring the internal and external environment of a business school and carrying out mitigation actions designed to protect the organization from a possible negative impact of an event in a proactive fashion or carrying out emergency actions designed to minimize the impact of an event that has occurred already. Without a person responsible for monitoring and mitigating a potential risk event, the organization my find itself in a situation where the event is not identified or dealt with in a timely fashion. Periodic updates by people assigned to risk events should be sent to the dean. The dean can compile all of these reports in a formal Risk Management Plan update that is sent to all the key stakeholders quarterly, biannually, or annually—depending on the complexity and uncertainty of the environment that the school is operating in.

    Risk Management Plan

    The most important deliverable of the Risk Management process is in the form of a formal risk management plan that is updated periodically, depending on the Strategic Planning cycle length of a business school. The main elements of an effective Risk Management Plan are summarized in Table 1 below.

    Strategic Goal 1 – Emphasize Faculty & Staff Development

    Risk DescriptionImportanceRisk OwnerMitigation  ActionsReporting TimelineStatus Updates
    Inferior instructional quality in online coursesCriticalDept. Chairs, FacultyComprehensive faculty training, audit of online classesOn-goingAll online courses have been reviewed using a standard quality rubric
    Failure to attract and retain qualified facultyImportantDean, Dept. ChairsFaculty development opportunities, faculty satisfaction surveyAnnualA formal business faculty development program was established in collaboration with the Faculty Development Center
    Failure to maintain appropriate portfolio of qualified facultyImportantDept. Chairs, Assoc. DeanDevelop and maintain a faculty resource planAnnualA faculty resource plan has been designed in accordance with AACSB definitions
    Failure to maintain AACSB accreditationModerateDean, Assoc. DeanEnsure adherence to AACSB standards, focus on continuous improvementOn-goingFaculty sufficiency issue has been communicated to the university’s senior leaders
    Table 1. Elements of a Risk Management Plan

    Note that the plan contains all the outcomes or deliverables of the steps or phases of the Risk Management Process discussed above. Periodic status updates reported by the people in charge of the risk events are appended to each of the identified risks. Another important characteristic of this Risk Management Plan summary is that it is explicitly linked to Strategic Goal 1 found in the Strategic Plan of the business school.