Higher Education Business Capability Model

Higher Education and Research Institutes – Enterprise Architecture Framework (Based on HERM)

CORE CAPABILITY – TEACHING & LEARNING – CURRICULUM MANAGEMENT

1:  CURRICULUM DESIGN

The Teaching & Learning – Curriculum Management (Design) core capability refers to the process of developing and organizing curriculum content within educational institutions. It involves creating, refining, and aligning learning objectives, course materials, and assessments to meet educational standards and the specific needs of learners. Key aspects of Curriculum Management (Design) include:

Curriculum Planning: Identifying learning goals, standards, and competencies that students need to achieve within a program or course.

Content Development: Designing and selecting appropriate instructional materials, resources, and activities that align with the curriculum goals.

Alignment with Standards: Ensuring the curriculum adheres to educational standards (e.g., state or national standards) and integrates essential skills and knowledge for students.

Interdisciplinary Integration: Designing curriculum that connects various subject areas or disciplines, promoting a more holistic and integrated learning experience.

Assessment Design: Creating assessments (formative and summative) that evaluate student learning and provide insights into the effectiveness of the curriculum.

Continuous Improvement: Regularly reviewing and updating the curriculum based on feedback, assessment data, and evolving educational practices.

In educational institutions, managing the design of the curriculum often involves collaboration between faculty, instructional designers, and administrators to ensure the curriculum is dynamic, relevant, and effective in meeting the needs of students.

1: CURRICULUM DESIGN – KPIs

To measure the effectiveness of Curriculum Management (Design) as a core capability, educational institutions and organizations can use several Key Performance Indicators (KPIs) and metrics. These KPIs assess the quality, alignment, and impact of the curriculum on teaching and learning outcomes. Here are common KPIs for measuring Curriculum Management (Design):
1. Curriculum Alignment with Standards:  Percentage of courses that align with national or state educational standards. Ensures the curriculum meets required benchmarks and regulatory frameworks.
2. Student Learning Outcomes (SLOs) Achievement: Percentage of students meeting or exceeding expected learning outcomes. Measures how well the curriculum prepares students to achieve predefined educational goals.
3. Curriculum Review Cycle Completion:  Percentage of curriculum that is reviewed and updated within a defined cycle (e.g., annually or every 3 years). Ensures the curriculum is regularly evaluated and improved for relevance and effectiveness.
4. Student Engagement with Curriculum: Level of student engagement, often measured by participation rates in curriculum-related activities, course evaluations, or surveys. Reflects how engaging and accessible the curriculum is to students.
5. Teacher and Faculty Satisfaction: Percentage of faculty satisfied with the curriculum design process, as measured through feedback or surveys. Ensures that faculty find the curriculum design process collaborative, useful, and aligned with their teaching goals.
6. Time to Curriculum Approval: Average time taken to approve new courses or curriculum updates. Measures efficiency in the curriculum design and approval process.
7. Use of Instructional Resources: Percentage of courses using institutionally approved instructional resources (e.g., textbooks, digital materials, learning platforms). Ensures that courses are equipped with appropriate and standardized resources for effective teaching.
8. Cost of Curriculum Development: Total cost (or cost per course) of developing or updating curriculum materials. Tracks financial efficiency in the curriculum design process, balancing cost with quality.
9. Curriculum Innovation Rate: Percentage of new or redesigned courses introduced each academic year. Indicates the institution’s ability to innovate and refresh the curriculum to stay current with emerging trends and technologies.
10. Diversity and Inclusion in Curriculum: Percentage of courses or materials that include diverse perspectives, cultures, and learning styles. Assesses the inclusiveness and representation within the curriculum design.
11. Student Feedback on Curriculum: Scores or ratings from student surveys regarding curriculum relevance, difficulty, and applicability. Captures direct feedback from students about how well the curriculum meets their learning needs.
12. Retention and Completion Rates: Student retention rates and course/program completion rates. Measures how well the curriculum supports students’ progression through their educational journey.
13. Graduate Success Rate: Employment rates, further education rates, or industry certifications achieved by graduates. Measures how well the curriculum prepares students for success in the workforce or further academic pursuits.
14. Accreditation and External Review Outcomes: Results from accreditation bodies or external evaluators regarding curriculum quality. Ensures the curriculum meets external standards and receives positive evaluations.
15. Curriculum Utilization and Enrollment: Enrollment numbers in courses or programs, particularly new or updated curriculum offerings. Indicates demand for and interest in the curriculum.

CORE CAPABILITY – TEACHING & LEARNING – CURRICULUM MANAGEMENT

2: CURRICULUM & RESOURCE DEVELOPMENT

Curriculum & Resource Development is a critical aspect of ensuring that educational institutions can effectively deliver their curriculum. It involves planning, creating, and maintaining the necessary resources (e.g., learning materials, physical spaces, technology) that support the delivery of educational content. Organizations must align these resources with the learning objectives and requirements of the curriculum to ensure that students and educators have the necessary tools for success. By strategically managing and developing resources, organizations ensure that their curriculum can be delivered effectively, enhancing the overall quality of education and supporting both teachers and students in achieving learning goals.Here’s how organizations ensure relevant resources are available for curriculum delivery:

1. Resource Planning and Allocation: (a) Curriculum Review and Needs Assessment: Organizations regularly review the curriculum to identify the resources required to deliver its components effectively. This may involve assessing the need for updated textbooks, digital learning tools, lab equipment, and other learning aids. (b) Budgeting: Organizations allocate financial resources based on curriculum needs, ensuring funds are available for purchasing or upgrading necessary materials and facilities. (c) Stakeholder Collaboration: Teachers, administrators, and curriculum developers collaborate to identify gaps in resources and propose solutions, ensuring all curriculum components are well-supported.
2. Provision of Physical Learning Spaces: (a) Classroom and Lab Facilities: Ensuring that classrooms, labs, and other physical learning environments are available and appropriately equipped to meet the specific needs of the curriculum (e.g., science labs for practical experiments, computer labs for IT courses). (b) Flexible Learning Spaces: Creating adaptable and multi-functional learning spaces that accommodate different teaching styles (e.g., group work, independent study, interactive sessions). (c) Facilities Maintenance: Regular maintenance and upgrades of physical spaces to ensure they remain conducive to learning, including providing adequate lighting, seating, and technology.
3. Technology Integration: (a) E-Learning Platforms: Providing access to learning management systems (LMS) like Moodle, Blackboard, or Google Classroom, enabling online course delivery, assessments, and collaboration. (b) Hardware and Software: Ensuring that students and teachers have access to necessary technological tools, such as computers, tablets, projectors, and specialized software that are aligned with the curriculum’s needs. (c) Wi-Fi and Internet Access: Providing strong and reliable internet connectivity to support digital learning activities, especially for blended or fully online courses.
4. Access to Learning Materials: (a) Textbooks and Educational Materials: Ensuring that up-to-date textbooks, reference materials, and other instructional resources are available for both teachers and students. This includes physical books as well as digital resources (e-books, online journals). (b) Digital Content Repositories: Maintaining digital libraries or repositories of learning resources where students and educators can access e-books, videos, lecture notes, and other relevant materials. (c) Open Educational Resources (OER): Encouraging the use of free and open educational resources that align with the curriculum to provide cost-effective learning materials.
5. Human Resource Development: (a) Teacher Training and Development: Providing professional development opportunities for teachers to ensure they are well-equipped to deliver the curriculum using the latest pedagogical techniques and technologies. (b) Specialized Staff: Hiring or training support staff for curriculum-specific needs, such as lab technicians, IT support for digital platforms, or learning specialists to assist with differentiated instruction.
6. Support for Diverse Learning Needs : (a) Differentiated Resources: Providing resources that cater to the diverse learning styles and needs of students, such as adaptive learning technologies for students with disabilities or additional learning aids for students who need more support. (b) Multilingual Resources: Offering curriculum resources in multiple languages to accommodate students from diverse linguistic backgrounds.
Cultural Relevance: Ensuring that learning materials reflect diverse perspectives and cultures to create a more inclusive learning environment.
7. Library and Information Services: (a) Physical and Digital Libraries: Maintaining libraries that provide students and faculty access to a broad range of academic resources, research materials, and study spaces. (b) Curated Learning Resources: Libraries often collaborate with curriculum developers and faculty to curate specialized collections that support specific courses or research initiatives.
8. Partnerships and External Resources: (a) Industry and Community Partnerships: Collaborating with businesses, industries, and community organizations to provide access to real-world learning opportunities such as internships, fieldwork, or guest lectures. (b) Resource Sharing with External Institutions: Establishing partnerships with other educational institutions to share resources such as research databases, faculty expertise, and learning materials. (c) Grants and Donations: Securing external funding, grants, or donations to support resource development, especially for programs that require costly materials or technology (e.g., STEM programs, arts).
9. Monitoring and Evaluation of Resources: (a) Resource Usage Metrics: Regularly evaluating how resources are used by students and teachers to determine their effectiveness in supporting the curriculum (e.g., tracking usage of textbooks, digital platforms, or lab equipment). (b) Feedback Loops: Collecting feedback from educators and students on the adequacy and quality of resources provided, and using that feedback to make improvements. (c) Continuous Improvement: Ensuring that there is a mechanism for updating and improving resources as the curriculum evolves, taking into account changes in educational technology, content, and pedagogy.
10. Sustainability and Resource Management: (a) Sustainable Practices: Incorporating sustainability into resource planning, such as using digital materials to reduce reliance on paper, or designing energy-efficient learning spaces. (b) Cost-Effective Solutions: Implementing strategies that balance quality with cost, such as utilizing open-source software, reusing materials, or sharing resources across departments or campuses.

2: CURRICULUM & RESOURCE DEVELOPMENT – KPIs

To measure the effectiveness of Curriculum Management – Curriculum & Resource Development, organizations need specific Key Performance Indicators (KPIs) and metrics that evaluate how well resources are aligned with the curriculum and how efficiently they support the delivery of educational content. These KPIs help track the availability, quality, and utilization of both curriculum materials and the physical or digital resources needed for teaching and learning. Here are key KPIs for Curriculum & Resource Development:

1. Curriculum-Resource Alignment: Percentage of courses with fully aligned resources (e.g., textbooks, technology, labs) to the curriculum requirements. Measures how well learning materials and resources support the curriculum’s goals and content.
2. Resource Utilization Rate: Percentage of available resources (e.g., digital tools, physical spaces) that are actively used by teachers and students. Evaluates how effectively the provided resources are being used to enhance teaching and learning.
3. Time to Resource Allocation: Average time taken to provide or update required resources for newly designed or revised curriculum components. Ensures timely availability of resources when curriculum changes or new courses are introduced.
4. Learning Space Availability: Ratio of available learning spaces (classrooms, labs, etc.) to the number of students or courses requiring them. Measures the adequacy of physical spaces in relation to the demand for teaching activities.
5. Technology Readiness: Percentage of courses using up-to-date technology resources (e.g., LMS, digital learning tools). Tracks the availability and use of current technology to support modern teaching methods, ensuring that resources are technologically relevant.
6. Student Satisfaction with Resources: Student satisfaction ratings for learning materials, physical spaces, and technology, gathered through surveys or feedback forms. Gauges how well students feel the resources provided support their learning experience.
7. Faculty Satisfaction with Resources: Percentage of faculty satisfied with the resources available for delivering their courses, collected via surveys. Measures how well educators feel supported by the resources provided to deliver curriculum content effectively.
8. Cost per Student for Resources: Average cost of providing resources (e.g., textbooks, digital tools, lab equipment) per student. Monitors financial efficiency in resource provision and ensures a balance between cost and quality of resources.
9. Resource Development Time: Average time required to develop and deploy new resources (e.g., course materials, textbooks, digital tools) for curriculum updates. Measures the efficiency of the resource development process, ensuring resources are developed in a timely manner.
10. Curriculum Resource Maintenance Cycle: Percentage of curriculum resources reviewed and updated within a set timeframe (e.g., annually or biennially). Ensures that resources remain current, relevant, and aligned with the evolving curriculum.
11. Digital Resource Availability: Percentage of courses supported by digital resources, such as online content, e-books, or e-learning platforms. Measures the extent to which digital learning materials are integrated into the curriculum to support flexible, modern learning environments.
12. Resource Cost Efficiency: Ratio of resource costs to course enrollment or student outcomes (e.g., cost per successful graduate). Assesses whether resources are being used cost-effectively in relation to educational outcomes.
13. Professional Development for Resource Utilization: Percentage of teachers who have undergone training to use new curriculum resources or technologies. Measures the readiness of faculty to use new tools or resources to effectively deliver the curriculum.
14. Sustainability in Resource Management: Percentage of resources that are sustainably sourced or digitally provided, reducing environmental impact. Tracks how well the organization is managing resources with sustainability in mind, such as reducing paper usage or energy consumption in learning spaces.
15. Accessibility of Resources: Percentage of resources that meet accessibility standards (e.g., availability of materials for students with disabilities). Ensures that all students, including those with special needs, have equitable access to curriculum resources.
16. Resource Innovation Rate: Percentage of new or updated learning resources (e.g., digital tools, interactive content) introduced within a given academic year. Measures the institution’s ability to innovate and refresh its resources to keep up with new educational trends and technologies.
17. External Accreditation or Certification: Number of external certifications or accreditations achieved for the quality of curriculum resources (e.g., digital content certifications). Ensures that resources meet industry or educational standards for quality and relevance.
18. Student Performance Linked to Resources: Correlation between the availability of resources and student performance in assessments or learning outcomes. Assesses the impact of resource availability on student learning and achievement.
19. Rate of Resource Obsolescence: Percentage of resources that are deemed obsolete or outdated within a given time frame. Monitors how quickly resources become outdated and need replacement or upgrading to remain effective.
20. Stakeholder Engagement in Resource Development: Percentage of stakeholders (faculty, students, industry experts) involved in the process of curriculum resource development. Ensures collaborative development of resources, making them more relevant and tailored to the needs of both educators and learners.

CORE CAPABILITY – TEACHING & LEARNING – CURRICULUM MANAGEMENT

3: PROFESSIONAL ACCREDITATION

Curriculum Management – Professional Accreditation refers to the process by which an educational institution’s curriculum is reviewed and approved by external accrediting bodies to ensure that it meets industry-specific standards and requirements. This is especially important for programs in fields like medicine, law, engineering, accounting, and teaching, where graduates need to meet certain qualifications to practice professionally. Professional accreditation ensures that a curriculum aligns with the competencies, knowledge, and skills required by regulatory or professional bodies. Institutions seek accreditation to validate that their programs meet these external standards, thereby enhancing their credibility and providing students with recognized qualifications. Key Aspects of Curriculum Management – Professional Accreditation:

1. Alignment with Industry Standards: The curriculum is designed to meet the requirements set by professional organizations, ensuring that students acquire the necessary skills and competencies to enter the profession. This alignment might include technical skills, ethical standards, and professional behavior. Example: A business program aligning with accreditation requirements from bodies like AACSB (Association to Advance Collegiate Schools of Business) or engineering programs aligning with ABET (Accreditation Board for Engineering and Technology).
2. Curriculum Review and Assessment: The institution regularly reviews and assesses its curriculum to ensure ongoing compliance with the standards set by accrediting bodies. This includes updating course content, teaching methods, and assessments to match current industry practices. Example: A nursing program may need to update its curriculum based on new healthcare regulations or technologies, ensuring graduates are prepared for modern clinical environments.
3. Compliance with Regulatory Requirements: Programs must comply with the legal and regulatory frameworks established by government agencies or professional bodies. This includes specific coursework, practicum experiences, internships, and other practical elements necessary for certification or licensure. Example: Law programs must comply with accreditation standards that prepare students to pass the bar exam and practice law.
4. External Audits and Accreditation Reviews: Accrediting bodies conduct periodic reviews, audits, and site visits to evaluate whether a program meets its standards. These audits assess the institution’s curriculum, faculty qualifications, facilities, and student outcomes. Example: A medical school may undergo an accreditation review from the Liaison Committee on Medical Education (LCME) to ensure that the program produces competent medical professionals.
5. Continuous Improvement and Feedback Loops: Accreditation often requires programs to demonstrate continuous improvement. Institutions must use feedback from students, alumni, employers, and the accrediting body itself to enhance the curriculum and address any gaps. Example: An accredited teacher education program may incorporate feedback from school districts and graduates to improve its curriculum for better classroom preparedness.
6. Professional Licensure and Certification Pathways: Accredited programs often provide direct pathways to professional licensure or certification. Graduates of these programs are typically eligible to sit for certification exams or apply for licensure in their field. Example: Graduates of accredited accounting programs may be eligible to sit for the CPA (Certified Public Accountant) exam.
7. Faculty Qualifications and Development: Accrediting bodies often have standards regarding faculty qualifications. Faculty members must have the appropriate educational background and professional experience to teach accredited courses. Example: An engineering program may require faculty members to have both academic credentials and professional experience in the field to meet accreditation standards.
8. Program-Specific Outcomes and Metrics : Accredited programs are expected to demonstrate specific outcomes, such as student success rates on licensure exams, employment rates, or the achievement of professional competencies. Example: A pharmacy program must show that its graduates consistently pass licensure exams and are employed as pharmacists.
9. Student and Graduate Support for Certification: Accredited programs provide students with the necessary support and resources to succeed in professional certification or licensure processes, such as test preparation, internships, or practicum opportunities. Example: A social work program offers supervised field placements that are required for professional certification after graduation.
10. Institutional Reputation and Marketability: Achieving professional accreditation enhances the institution’s reputation and makes its programs more attractive to prospective students and employers. Accreditation signifies that the program has met high standards and produces qualified professionals. Example: A business school accredited by AACSB may attract more students and employers due to the global recognition of its quality.


Professional Accreditation ensures that academic programs meet industry, legal, and professional standards, supporting the development of qualified graduates who are prepared to enter their respective professions. Importance of Professional Accreditation in Curriculum Management: (a) Ensures Quality: Professional accreditation ensures that the curriculum meets rigorous standards and produces graduates who are well-prepared for professional practice. (b) Enhances Employability: Accreditation often provides a direct pathway to licensure or certification, improving graduates’ employability and career prospects. (c) Keeps Programs Current: The process forces institutions to regularly review and update their curriculum to reflect current industry trends and practices. (d) Builds Trust with Stakeholders: Accreditation builds trust with students, employers, and the broader community by assuring that the program meets recognized industry standards. 


Examples of Professional Accrediting Bodies: (a) Business: AACSB (Association to Advance Collegiate Schools of Business) (b) Engineering: ABET (Accreditation Board for Engineering and Technology) (c) Healthcare: LCME (Liaison Committee on Medical Education), CCNE (Commission on Collegiate Nursing Education) (d) Law: ABA (American Bar Association) (e) Education: CAEP (Council for the Accreditation of Educator Preparation) 

3: PROFESSIONAL ACCREDITATION – KPIs

Measuring the effectiveness of Curriculum Management – Professional Accreditation involves tracking various Key Performance Indicators (KPIs) and metrics that assess how well an institution’s curriculum aligns with the standards set by professional accrediting bodies. These metrics ensure that the curriculum supports accreditation requirements, helps graduates achieve professional qualifications, and maintains the institution’s standing within the industry. Key KPIs for Curriculum Management – Professional Accreditation:

1. Accreditation Success Rate: Percentage of academic programs successfully accredited or re-accredited within the required timeframe. Ensures that the institution maintains and renews its accreditation status across all relevant programs.
2. Compliance with Accreditation Standards: Percentage of accreditation criteria met during external audits or reviews by professional accrediting bodies. Measures the institution’s ability to adhere to the standards set by professional bodies, indicating the curriculum’s quality and relevance.
3. Time to Accreditation/ Re-Accreditation: Average time taken to achieve initial accreditation or complete re-accreditation processes. Tracks the efficiency and timeliness of obtaining or renewing professional accreditation.
4. Licensure Exam Pass Rate: Percentage of graduates passing relevant professional licensure or certification exams on the first attempt. Measures how well the curriculum prepares students for professional qualifications and success in licensure exams.
5. Graduate Employment Rate in Profession: Percentage of graduates employed in their respective professional fields within a specified period after graduation (e.g., 6 months or 1 year). Assesses how well the curriculum and accreditation contribute to graduates securing employment in their fields.
6. Stakeholder Satisfaction with Accreditation Process: atisfaction ratings from faculty, students, and accrediting bodies regarding the accreditation process and curriculum alignment. Evaluates the experience and satisfaction of key stakeholders involved in the accreditation process, ensuring smooth execution and alignment with expectations.
7. Curriculum Update Frequency: Frequency with which curriculum components are reviewed and updated in line with accreditation standards and industry changes (e.g., every 2-3 years). Ensures that the curriculum remains current and aligned with evolving industry practices and accreditation requirements.
8. Accreditation-Related Training Participation: Percentage of faculty and administrative staff participating in accreditation-related training or workshops. Ensures that staff are adequately trained to meet accreditation standards, ensuring compliance and quality in curriculum management.
9. Professional Development and Faculty Credentials: Percentage of faculty with professional certifications or credentials required by accrediting bodies. Tracks faculty qualifications and ensures that teaching staff meet the required standards for accreditation.
10. Accrediting Body Feedback and Recommendations: Number of recommendations or commendations received from accrediting bodies during reviews or audits. Evaluates how well the institution meets or exceeds accreditation expectations, based on feedback from external reviewers.
11. Resource Adequacy for Accreditation: Percentage of required resources (e.g., faculty, technology, labs) in place to meet accreditation standards. Ensures that the institution has the necessary resources to support accreditation-related requirements and deliver high-quality programs.
12. Accreditation Cost Efficiency: Total cost of accreditation processes relative to program revenue or student outcomes (e.g., cost per accredited program). Monitors the financial efficiency of achieving and maintaining accreditation, ensuring a balance between cost and quality.
13. Graduate Satisfaction with Professional Preparation: Percentage of graduates who rate their professional preparation as satisfactory or higher, based on surveys post-graduation. Gauges how well students feel the curriculum and accredited program prepared them for professional practice.
14. Graduate Professional Certification Rate: Percentage of graduates who successfully obtain professional certification within a specific time after completing the program. Tracks how effectively the accredited program prepares students for professional certification in their field.
15. External Validation of Curriculum by Industry Professionals : Number of industry professionals involved in the curriculum review process or providing feedback on curriculum design. Ensures the curriculum remains relevant to professional practices and meets accreditation requirements by incorporating input from industry experts.
16. Accreditation Renewal Rate: Percentage of programs that successfully renew their accreditation without delays or probationary periods. Ensures that accredited programs maintain continuous compliance with professional standards over time.
17. Curriculum Compliance Audit Success Rate: Number of curriculum components successfully passing internal or external compliance audits linked to accreditation standards. Tracks the institution’s ability to maintain curriculum components that meet all regulatory and accreditation standards.
18. Student Enrollment in Accredited Programs: Percentage of student enrollment in accredited programs versus non-accredited programs. Monitors student preference and demand for accredited programs, reflecting the perceived value of accreditation.
19. Retention and Graduation Rates in Accredited Programs: Retention and graduation rates of students enrolled in accredited programs. Measures student success and program effectiveness, ensuring that accredited programs contribute to strong academic outcomes.
20. Industry Partnerships Linked to Accreditation: Number of partnerships with industry organizations that are required or enhanced by the accreditation process. Ensures that the curriculum is aligned with industry needs, often a requirement of professional accreditation.

References and Suggested Readings

1: https://www.goskills.com/Resources/Technology-business-learning
2: https://www.goskills.com/Resources/learning-experience-platforms
3: https://www.tituslearning.com/what-is-a-learning-experience-platform-lxp/
4: https://joshbersin.com/2019/03/learning-experience-platform-lxp-market-grows-up-now-too-big-to-ignore/
5: https://www.imperial.ac.uk/news/246674/advancing-healthcare-education-clinical-practice-with/
6: https://virtualspeech.com/blog/vr-education-example-use-cases
7: https://www.emerald.com/insight/content/doi/10.1108/ACI-03-2022-0069/full/html
8: https://www.emerald.com/insight/content/doi/10.1108/ACI-03-2022-0069/full/html
9: https://www.ey.com/en_gl/insights/strategy/can-digital-approaches-help-improve-student-outcomes
10: https://www.bcg.com/publications/2021/investing-in-education-technology
11: https://www.elsevier.es/en-revista-journal-innovation-knowledge-376-articulo-evaluate-drivers-for-digital-transformation-S2444569X23000604
12: https://www.salesforce.org/wp-content/uploads/2022/07/edu-guide-higher-education-digital-marketing-maturity-assessment-070622.pdf
13: https://www.jisc.ac.uk/guides/digital-transformation-in-higher-education
14: https://link.springer.com/article/10.1007/s10639-021-10739-1
15: https://www.oecd.org/pisa/Evaluating-Global-Digital-Education-Student-Outcomes-Framework.pdf
16: https://www.cisco.com/c/dam/assets/docs/digitizing-higher-education.pdf
17: https://www.universitiesuk.ac.uk/what-we-do/policy-and-research/publications/financial-sustainability-uk-universities
18: https://tech.ed.gov/ai-future-of-teaching-and-learning/
19: https://www.universitiesuk.ac.uk/sites/default/files/field/downloads/2024-01/pwc-uk-higher-education-financial-sustainability-report-january-2024.pdf
20: https://research.chalmers.se/publication/535715/file/535715_Fulltext.pdf
21: https://www.vu.edu.au/about-vu/news-events/news/the-ai-revolution-in-higher-education
22: https://www.sciencedirect.com/science/article/pii/S2666920X24000225
23: https://www.technologynetworks.com/informatics/news/more-than-a-third-of-students-use-ai-bots-373193
24: https://www.harbingergroup.com/blogs/generative-ai-in-higher-education-importance-use-cases-integration/
25: https://www.w3.org/WAI/standards-guidelines/wcag/
26: https://unesdoc.unesco.org/ark:/48223/pf0000385877
27: https://aws.amazon.com/ai/generative-ai/
28: https://theprairienews.com/33002/features/generative-ai-vs-ai-tools-in-higher-education/
29: https://er.educause.edu/articles/2023/8/integrating-generative-ai-into-higher-education-considerations
30: https://www.bcg.com/publications/2023/five-ways-education-can-leverage-gen-ai
31: https://unesdoc.unesco.org/ark:/48223/pf0000386670
32: https://russellgroup.ac.uk/media/6137/rg_ai_principles-final.pdf
33:https://www.gallup.com/topic/higher-education.aspx
34: https://itbrief.com.au/story/how-universities-can-compete-in-the-future-digital-economy
35: https://www.mckinsey.com/industries/education/our-insights/how-technology-is-shaping-learning-in-higher-education
36: https://www.mckinsey.com/industries/education/our-insights/new-global-data-reveal-education-technologys-impact-on-learning
37: https://itbrief.com.au/story/how-universities-can-compete-in-the-future-digital-economy
38: https://medium.com/@tylerjewell/wso2-named-a-leader-in-forresters-api-management-2018-wave-1aa7c79a3c38
39: https://www.cuit.columbia.edu/ea
40:https://core.ac.uk/download/pdf/200266856.pdf
41:https://www.ucisa.ac.uk/Events/2021/November/Global-HE-Capability-Model/Event-Other-Info-List/Recording-and-presentations
42: https://www.ucisa.ac.uk/Groups/Enterprise-Architecture-Group/HERM
43: https://www.youtube.com/watch?v=xjvriiOdI6U&t=1s
44:https://www.sap.com/india/industries/higher-education-research.html
45: https://www.sap.com/documents/2016/03/164c70d0-627c-0010-82c7-eda71af511fa.html
46:https://www.youtube.com/watch?v=b0EDY846trU
47:https://www.youtube.com/watch?v=9xiNDThr54w
48:https://www.youtube.com/@UCISA
49:https://www.education.gov.in/state-private-universities
50:https://www.ugc.gov.in/universitydetails/university?type=0wBmFB1Rb4JGVzq9UP/iOg==
51:https://ahduni.edu.in/
52:https://www.linkedin.com/pulse/university-higher-education-how-integration-can-meet-student-pascoe/
53: https://nicea.nic.in/sites/default/files/Draft_UEAF_Report_v7.5_0.pdf

Leave a Comment