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Fundamentals of Digital Technologies
Fundamentals of Digital Technologies – Group Project and Individual Refinement
This assessment is a project-based assignment for the DG4FDTL Fundamentals of Digital Technologies module. It is designed to develop students' practical understanding of digital technologies by combining mathematical concepts, programming, algorithms, data analysis and learning methods within a real-world project. The project is structured around a common group component, known as the Group Trunk, and an individual component in which each student develops a specialised refinement of the shared project. The project topics are designed around key areas covered by the module, including linear algebra, calculus, probability, learning algorithms, algorithms and Python programming. Students work in groups to establish a common project foundation and then develop an individual refinement that extends the functionality or analytical capabilities of the shared system. The project guidance is intended for a mixed cohort that may include Data Science, Computer Science and Business Analytics students. The assessment is divided into two main components: Proposal and Implementation. The Proposal accounts for 40% of the assessment, while Implementation accounts for 60%. Both the group trunk and individual trunk contribute to the assessment. The group proposal requires students to describe what the group intends to build, explain the problem being addressed, outline the proposed approach and identify the main functions and responsibilities within the project. Students should demonstrate a clear understanding of the project objectives and provide an appropriate plan for developing the shared system. The implementation stage requires students to develop the common group functionality and then complete their individual refinement. The shared component provides the basic project framework, while the individual refinement allows each student to investigate a specific aspect of the problem and add specialised functionality. Depending on the selected project topic, individual refinements may involve data analysis, visualisation, optimisation, prediction, monitoring, reporting or other computational features. The project topics include practical applications such as productivity and task-management systems, supermarket sales analysis and other data-driven applications. Students are expected to use Python and appropriate libraries or computational techniques to implement their solutions. The project materials provide examples involving data structures, CSV files, functions, numerical calculations, visualisation and analytical dashboards. The assessment emphasises both technical implementation and the student's ability to explain the problem, approach and functionality of the developed system. Students should demonstrate appropriate use of programming concepts, mathematical foundations, algorithms and data-analysis techniques. The individual refinement should clearly extend the common project and demonstrate the student's own contribution to the overall solution. Overall, the assessment develops practical digital-technology skills through collaborative project development followed by individual technical refinement. It provides experience in project planning, programming, computational problem solving, data analysis, visualisation and the application of mathematical and algorithmic concepts to practical problems.
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Engineering and Environment Advanced Practice London Campus Consultancy Project
2,000 words
Individual Reflective Report – Group Consultancy Project
This assessment is an individual reflective report based on the student’s learning and experience during the Group Consultancy Project for the Engineering and Environment Advanced Practice London Campus Consultancy Project module at Northumbria University. The assessment requires students to critically reflect on their activities, contributions, skills development and professional learning throughout the group-based consultancy experience. The report has a total word limit of 2,000 words, excluding the table of contents, page numbers and captions for figures and tables. It is structured around two main components: a Progress Report of approximately 1,000 words and a Reflection of Learning and Development of approximately 1,000 words. The Progress Report brings together the main themes of the module from the perspective of additional skills development, engagement in self-development, group-based learning, cultural awareness and ethical awareness. Students are expected to discuss key personal activities undertaken during the group project, skills gained through participation, personal contributions to the project, and the development of interpersonal and intrapersonal skills. Academic literature can be used to support the discussion. The Reflection of Learning and Development section requires students to critically evaluate their personal strengths and weaknesses and demonstrate their ability to engage in continuous self-development within the context of group project work. Students should reflect on a range of project activities and provide examples of their involvement in decision-making, problem-solving, communication and influencing, technical skills, collaboration, innovation and proactivity. The assessment therefore focuses not only on describing what students did, but also on evaluating what they learned and how the experience contributed to their professional and personal development. The assessment is worth 50% of the total marks available for the module, which is assessed on a pass/fail basis. The assessment rubric evaluates the Progress Report at 50%, Reflection of Learning and Development at 40%, and Writing Style at 10%. Strong submissions are expected to provide clear and relevant examples, integrate activities with skills and contributions, demonstrate critical reflection on strengths and weaknesses, and present a well-structured and professional written report. Students are also expected to follow the university’s requirements regarding academic integrity and the responsible use of generative AI. The assessment guidance states that AI may assist with activities such as improving grammar, formatting structure, organising ideas and generating suggestions, but the main content, analysis and conclusions must remain the student’s own work. Students are required to declare their use of AI tools when submitting the assessment.
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Operations and Supply Chain Management
2,000 words
Operations and Supply Chain Management – Individual Reflective Report
This assessment is an individual 2,000-word reflective report for the Operations and Supply Chain Management module at De Montfort University. The report requires students to reflect critically on their experience of completing Assessment One and to demonstrate how their learning developed throughout the project. The assessment focuses on reflective practice, application of relevant theories, critical analysis of team and project experiences, and the development of an action plan for future professional practice. The report begins with an introduction explaining why reflection on practice is important and connecting reflective practice to relevant learning theories where appropriate. Students are required to identify the particular areas they will focus on within the report and explain why these areas are important and interesting to explore. This section establishes the purpose and scope of the reflection and provides a foundation for the critical discussion that follows. The main body should use appropriate sub-headings to organise the discussion into different areas. Students should explain how the team collectively established specific approaches relating to the topics selected in Assessment One. The report should then examine how the approach changed as the project progressed and connect these changes to relevant theories. Both successful and unsuccessful aspects of the project should be critically considered, rather than simply describing what happened. Detailed examples from the situation analysis and problem-solving components of Assessment One should be used to support the arguments and demonstrate meaningful reflection. The report should demonstrate critical understanding of operations and supply chain management issues, including the ability to critically appraise and adapt to tangible, intangible and information-related aspects of the global supply chain. It should also reflect on capacity planning and process design decisions relating to the production of goods and services. The emphasis is on connecting practical project experience with relevant academic concepts and theories. The conclusion should identify the key learning points gained from the project process and the consultancy presentation. Students should reflect on how these experiences have contributed to their knowledge, skills and professional development. The final part of the report should present a clear action plan explaining how the learning gained from the project will be taken forward into the student's future career. The assessment is worth 30% of the module and has a required length of 2,000 words, with an accepted range of 1,800–2,200 words. Assessment criteria include introduction and rationale, application of theory and concepts, critical analysis and evaluation, conclusion and action plan, and academic skills including Harvard referencing, source quality and quantity, structure and presentation.
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Business Consultancy Project: Strategic Analysis, Stakeholder Evaluation and Evidence-Based Recommendations
Business Consultancy, Strategic Management, Business Analysis, Consultancy Project, Stakeholder Analysis, Mendelow Matrix, Business Strategy, Data Analysis, Secondary Research, SWOT Analysis, PESTLE Analysis, Porter’s Five Forces, Balanced Scorecard, Ethics, Sustainability, UN Sustainable Development Goals, Recommendations, Risk Analysis, Implementation Barriers, Organisational Strategy, Business Problem Solving, Employability Skills, Professional Development, Reflective Practice, Project Management, Evidence-Based Decision-Making
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Artificial Intelligence / International Business
3,000 words
AI Innovation Consultancy: Evaluating Artificial Intelligence Solutions for Business Problems
This individual consultancy assessment requires students to act as an AI Innovation Consultant and evaluate how artificial intelligence could address a significant real-world business problem. Students select one industry—such as healthcare, retail, FinTech, manufacturing or agriculture—and concentrate on a single clearly defined organisational challenge rather than comparing multiple sectors. Potential issues include long waiting times, high operating costs, fraud and risk, poor customer experience or inefficient supply chains. The report develops a practical AI solution by identifying suitable technologies such as machine learning, natural language processing or computer vision and explaining how they would operate within the chosen organisational context. Students are not required to build an AI system; instead, the emphasis is on demonstrating business-level technical understanding, critical thinking and the ability to assess whether the proposed technology can realistically integrate with existing organisational processes. The analysis considers the capabilities and limitations of AI, technical feasibility, integration requirements and the skills or organisational capabilities required for implementation. Students must also critically examine ethical, legal and social implications, including issues such as algorithmic bias, transparency, accountability, privacy and regulatory obligations such as UK GDPR. Appropriate risk-mitigation measures should be proposed. A substantial element of the report develops the business case for AI adoption. Students evaluate implementation costs and expected benefits, estimate return on investment, identify assumptions and commercial risks, and assess the overall strategic value of the solution to the organisation. The report concludes with clear recommendations, implementation priorities and a final judgement on whether the proposed AI initiative is feasible and worthwhile. The assessment places strong emphasis on critical analysis, technical understanding, business acumen and professional communication. Students are expected to support arguments with credible academic, industry and government evidence and include at least two professional visualisations such as frameworks, diagrams or tables. Harvard referencing is required throughout. Overview word count: approximately 330 words. The brief also allows authorised use of generative AI for idea generation, drafting/structuring and proofreading, provided the student verifies accuracy, references appropriately and submits the required GenAI declaration.
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Project Management / Professional Development / Business Strategy
5,000 words
Professional Project Portfolio and Strategic Business Presentation
This Level 7 assessment requires students to compile a comprehensive Portfolio of Evidence demonstrating their project contribution, reflective learning, professional skills and career development. The portfolio has a maximum length of 5,000 words and is designed to evidence both technical or disciplinary project engagement and the student’s development as a reflective professional. The assessment is organised into three main components: a Discipline Report, Project Work Logbook, and Career Development Plan. Assessment Overview The Discipline Report, worth 40% of the portfolio, provides an overview of the project and its conclusions, alongside a self-reflection on the student’s project experience. Students also complete a personal skills analysis and provide a confidential summary of their team’s delivery. This section therefore combines project understanding with critical self-evaluation, skills awareness and evaluation of collaborative performance. Assessment Overview The Project Work Logbook, worth 30%, records the student’s activities on a weekly basis. Students summarise the work completed each week and document problems or challenges encountered during the project together with the approaches used to resolve them. The marking criteria emphasise consistency, level of detail, organisation and the ability to identify and address project-related difficulties. Assessment Overview Assessment Overview The Career Development Plan, also worth 30%, requires students to define a realistic future career pathway, identify relevant jobs and organisations, and evaluate the skills and knowledge needed to progress toward those goals. Students must also complete an additional professional-development course, such as CPD or LinkedIn Learning, to demonstrate practical upskilling and continued professional development. Assessment Overview A related team presentation forms a second assessment activity. Teams of four to five students must present face to face for approximately 10–15 minutes to a small management-board audience. All team members are expected to contribute approximately equal content and speaking time, with provision for questions and answers. The presentation focuses on the team’s overall findings, analysis of the business problem, practical recommendations, proposed implementation approach and final conclusion. assessment Overview 1 Strong presentations are expected to be engaging, professionally structured and supported by relevant evidence, graphics, tables and other appropriate visual material. Higher-level work should move beyond description by applying theory critically to a real-world business problem, recognising the limitations and contextual applicability of theoretical concepts and producing recommendations that are appropriate to the organisation being analysed. assessment Overview 1 Overall, the assessment develops and evaluates project reflection, professional communication, teamwork, career planning, critical analysis, employability, problem solving and evidence-based business recommendation skills. It combines an individual reflective portfolio with a collaborative management-style presentation, allowing students to demonstrate both personal development and the ability to communicate project findings professionally.
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Engineering and Environment Advanced Practice
3,000 words
AP Research Project – Reflective Individual Report and Poster Presentation
This assessment is the Advanced Practice (AP) Research Project for the Engineering and Environment Advanced Practice London Campus Research Project module. It is designed for postgraduate students undertaking an independent research project with supervisory guidance. The assessment provides an opportunity to reflect critically on the research process, knowledge gained, professional development and challenges encountered during the project. Students are expected to demonstrate independent learning, research skills, critical thinking and the ability to communicate complex ideas in a professional context. The main assessment is a 3,000-word Reflective Individual Report, which contributes 80% of the module assessment. The report is structured around four key areas. The first section, Finding a Research Topic, requires students to explain how and why they selected their research topic, the research tools and search strategies used, the library collections explored, their research aims and objectives, and relevant discussions or recommendations received from their supervisor. The second section, Professional Activities, focuses on reflection on research development activities, scheduling, the independent researcher role, challenges such as time management, and communication with the supervisor. The third section, Literature Review and Research Work, requires students to critically review relevant literature, discuss their research method, demonstrate major research activities and consider the feasibility of the selected method, including challenges and recommendations. The final section, Reflection of Research Project, requires critical reflection on personal strengths and weaknesses, continuous self-development and the relevance of research activities to the student's programme of study and future career. Areas such as decision making, problem solving, communication and influencing, technical skills, collaboration, innovation and proactivity should be considered. The second component is a 10-minute Poster Presentation worth 20% of the assessment. The poster should provide a balanced combination of visuals and text and present the research objectives and significance, a summary of the literature review and research method, key research findings, and conclusions and recommendations. The assessment also requires appropriate academic presentation, including a cover page, table of contents, page numbers, figure and table captions, numbered headings and consistent formatting. Harvard or APA referencing may be used. The report is submitted through Turnitin and is subject to anonymous marking. The assessment is a Pass/Fail module, with students required to achieve at least 50% to pass.
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Engineering and Environment Advanced Practice London Campus Research Project
3,000 words
LD7152 – AP Research Project
The LD7152 AP Research Project is a postgraduate research and reflective assessment for students studying within the MSc Computing Framework or MSc International Project Management programme. The module focuses on developing students as independent researchers and requires them to reflect critically on their research strategy, activities, learning and personal development. The assessment is designed to encourage students to recognise their achievements, identify challenges encountered during the research process and evaluate how their research experience has contributed to their academic and professional development. The assessment consists of two components: a 3,000-word Reflective Individual Report worth 80% and a 10-minute Poster Presentation worth 20%. Students are expected to work independently while receiving supervisory guidance. The reflective report requires students to demonstrate critical engagement with knowledge discovery and reflect on their educational development in relation to the challenges experienced during their research project. The report is structured around four main areas. The first section, Finding a Research Topic, is approximately 500 words and requires students to explain their chosen topic, why it was selected, the research tools and search techniques used, the Library collections explored, the research aims and objectives, and relevant discussions or recommendations from their supervisor. The second section, Professional Activities, is approximately 500 words and focuses on research development tasks, scheduling, the independent researcher role, challenges such as time management, and communication with the supervisor. The third section, Literature Review and Research Work, is approximately 1,500 words. It requires a critical review of relevant literature with appropriate citation, discussion of the research method and major research activities, and consideration of the feasibility, challenges and recommendations associated with the selected method. The fourth section, Reflection of Research Project, is approximately 500 words and focuses on achievements, contributions, strengths and weaknesses, continuous self-development and employability. Students are expected to reflect on areas including decision making, problem solving, communication and influencing, technical skills, collaboration, innovation and proactivity. The second assessment component is a 10-minute poster presentation. The poster should provide an overview of the research activities and communicate what the student learned during the research process. It should balance visual and textual information and include the research objectives and significance, a summary of the literature review and research method, key research findings, and conclusions and recommendations. The report must include a cover page, table of contents, page numbers and captions for figures and tables. The required formatting includes Times New Roman, 12-point font, numbered headings and approximately 1.2–1.3 line spacing. The assessment brief permits Harvard or APA referencing. The report is submitted electronically through Turnitin on Blackboard. The module is assessed on a Pass/Fail basis, with students required to achieve 50% or above to pass. The assessment also evaluates critical reflection, application of knowledge, independent learning, communication of complex ideas, personal development and reflection on technical leadership.
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