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Strategy and Innovation
Strategic Analysis and Innovation Strategy for a UK Organisation
This postgraduate Strategy and Innovation assessment requires students to conduct a detailed strategic analysis of an allocated organisation and present the findings through a series of professionally designed information dashboards. The purpose of the analysis is to establish the organisation's current strategic position and use the resulting evidence to recommend an appropriate and justifiable innovation strategy. The work is expected to demonstrate master's-level evaluation, interpretation and synthesis rather than descriptive or checklist-based analysis. The first major analytical area concerns the organisation's external environment. Students evaluate the broader business environment, analyse the firm's industry and undertake competitor analysis, including consideration of the organisation's strategic group. Analysis should concentrate on the most consequential environmental factors and integrate general and industry-level evidence rather than simply listing factors. Competitor evaluation can examine issues such as products and services, market commonality, positioning, distinctive value propositions, first-mover advantage and breakthrough innovation. The internal analysis examines the firm's resources, capabilities and sources of competitive advantage. Appropriate analytical techniques should be used to assess competitive resources and key capabilities, with the internal value chain helping to identify factors capable of supporting competitive advantage. Students must also evaluate the organisation's business-level strategy and consider whether its resources and capabilities support its competitive positioning. Corporate-level analysis considers the firm's degree of diversification, internationalisation strategy, growth through acquisitions, mergers or organic development, and any cooperative strategies. These elements should be evaluated against the organisation's capabilities, resources and competitive context. The analysis concludes by interpreting the evidence to establish the firm's overall strategic position and recommending an innovation strategy or approach to innovation. Presentation quality is also important: the report should use an effective combination of text, charts, diagrams and other graphical forms, with professional formatting and accurate referencing. Overview word count: approximately 330 words.
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Cloud Computing / Big Data Technologies / Cyber Security
2,500 words
Cloud and Big Data Security Application: Design, Implementation and Evaluation
This assessment for the Cloud and Big Data Technologies module requires students to design, implement and evaluate an individual cloud-based or distributed data application. The project focuses on practical solutions involving the complex transformation, processing, storage and security of big data within cloud environments. Students are expected to demonstrate how distributed data can be organised in the cloud, how data pipelines can be used to access or process distributed databases, and how appropriate security controls can be incorporated into the resulting architecture. Students have considerable freedom when selecting their application. Suggested project directions include developing a data-science solution using SQL or MongoDB with cloud storage and an appropriate security policy; implementing privacy-preserving distributed processing using techniques such as Differential Privacy; creating multi-party authentication and group-based access-control mechanisms; or designing Multi-Level Security, Attribute-Based Encryption or Role-Based Access Control solutions. Projects may also examine distributed or cloud applications using security protocols such as SSH, SSL or IPsec. Creativity and originality are explicitly encouraged. The written component is a Design and Implementation Document of no more than approximately 2,500 words. It should present the project aims and objectives, application concept, cloud and security technologies, functional and security requirements, architecture and design decisions, protocols, access-control mechanisms, implementation process, achievements, problems encountered and overall evaluation. Relevant diagrams, such as interaction or sequence diagrams, may be used to explain system behaviour and architecture. The assessment also requires submission of the functioning Cloud and Big Data Security application and a 7-minute highlight demonstration video. The video should demonstrate the application's major features, implementation details, security functionality and, where appropriate, attack scenarios. Assessment places strong emphasis on the quality of the design and implementation documentation, originality, use of advanced features, and the overall effort and technical quality of the completed application. Students are therefore expected to demonstrate independent development rather than simply reproduce an existing tutorial.
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Computer Science / Algorithms and Optimisation
Genetic Algorithms for the Balanced Spanning Tree Problem
This technical research work investigates the Balanced Spanning Tree Problem, an optimisation problem that seeks to construct a spanning tree capable of balancing two competing network objectives: the low overall cost associated with a Minimum Spanning Tree and the short source-to-destination distances provided by a Shortest Path Tree. For an undirected, weighted and connected graph with a designated root vertex, a balanced spanning tree is defined using two parameters, α and β. The first limits the distance between the root and each vertex relative to the corresponding shortest path in the original graph, while the second limits the total tree weight relative to the Minimum Spanning Tree. Finding an optimal balanced spanning tree is computationally challenging because determining whether a graph contains an (α, β)-balanced spanning tree is an NP-complete problem. The research therefore proposes genetic algorithms as heuristic optimisation techniques for two variants of the problem: minimising β while α is fixed, and minimising α while β is fixed. The proposed genetic algorithm represents individual spanning trees as chromosomes composed of graph edges. An initial population of valid spanning trees is generated before evolutionary operations are repeatedly applied. The approach incorporates chromosome selection, crossover, mutation, fitness evaluation and stopping criteria. Four selection strategies are examined: Random Selection, Roulette Wheel Selection, Stochastic Universal Sampling and Tournament Selection. The fitness function is based on the relationship between the Minimum Spanning Tree weight and the total weight of the candidate chromosome. Experimental evaluation is performed using randomly generated weighted graphs containing 6, 10, 15 and 20 vertices. The experiments investigate different values of the balancing parameters, selection mechanisms and population sizes. The implementation uses a population size of 30, a maximum of 300 generations, crossover probability of 0.9 and mutation probability of 0.01 in the principal experiments. The reported results show that the genetic approach can generate high-quality balanced spanning trees and, for the tested instances, produced solutions matching the corresponding optimal balanced spanning trees. The study also examines how balancing parameters and population size influence execution time and convergence, demonstrating the practical use of evolutionary computation for complex graph-optimisation problems.
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Management / Business Management
5,000 words
Principles of Management: AstraZeneca Management Analysis and Skills Development Report
This Masters-level Principles of Management assignment examines the management practices, organisational environment and managerial functions of AstraZeneca plc. The assessment is structured as a 5,000-word management report in which the student acts as a business consultant and critically evaluates how management theories, concepts and practices contribute to organisational performance and value creation. The work requires the application of relevant academic literature alongside case-study evidence and independent research on AstraZeneca. The first part of the assessment considers key management theories and practices. Students are expected to examine how management contributes to AstraZeneca's success, apply an appropriate dimension of the Competing Values Framework, and select an additional relevant management theory. Suggested theoretical perspectives include Scientific Management, Bureaucratic Theory, Administrative Theory, Contingency Theory and Total Quality Management, although students are encouraged to select theories most appropriate to the organisation rather than applying every available model. The assignment also evaluates AstraZeneca within the global business environment. Frameworks such as LoNG-PEST or Porter's Five Forces may be used to analyse global, national and local influences, including significant opportunities and threats. Students then critically analyse an internal organisational challenge and consider how the core management functions of planning, organising, leading and controlling can be applied to address it. Supporting analytical approaches may include Value Chain analysis, VRIO and stakeholder analysis. A further component focuses on personal and professional development. Students complete a Personal SWOT analysis and construct a Skills Development Plan linked to future career aims. This is followed by a 500-word reflective statement examining personal management competencies, including self-management, problem-solving and decision-making. An appropriate reflective framework, such as Borton, Kolb or GROW, is applied to structure the reflection. Overall, the assessment integrates management theory, organisational analysis, global business considerations, managerial decision-making and reflective professional development. It is designed to demonstrate Level 7 critical analysis and the practical application of management concepts to a contemporary multinational organisation. The wider module covers management theories, stakeholder management, global management, planning and decision-making, human resource management, leadership, operations and finance for managers
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People Practice / Human Resource Management
2,000 words
Core Behaviours for People Professionals: Ethics, Professional Values and CPD
This CIPD Level 3 assessment focuses on the core behaviours expected of people professionals, with particular emphasis on ethical practice, professional values, inclusive behaviour and continuing professional development. The unit considers behaviours that people professionals should apply consistently, including when working in unfamiliar or challenging situations, to support ethical, inclusive and professionally responsible workplaces. The assessment is structured around a job-application scenario for an HR/L&D Assistant position at Nuvascare Ltd, a home-based care organisation employing more than 200 care professionals. Nuvascare emphasises honesty, kindness, openness, teamwork, learning and ethical professional behaviour, and candidates are therefore required to demonstrate how their own experience aligns with these expectations. Learners respond to five areas of assessment. They must explain ethical principles and professional values and provide an example demonstrating how a personal or professional value has influenced behaviour. They must also provide examples of complying with relevant regulation and law in a professional or educational context. The assessment additionally examines behaviours associated with effective teamwork, including contributing views, clarifying problems and working collaboratively with others. Learners then explain how they keep their professional knowledge current and identify methods used to follow developments within the people profession. The final component requires evidence of active continuing professional development (CPD). Learners provide a CPD record containing at least two recent development activities and reflect on how these activities affected their knowledge, capability or professional practice. Written responses to Questions 1–4 should total approximately 2,000 words ±10%. The CPD record is submitted as additional evidence and is excluded from the word count.
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International Entrepreneurship / Business Management
International Entrepreneurship: Start-up Business Idea and International Market Expansion Pitch
This group presentation assessment requires students to develop and pitch an internationally oriented entrepreneurial business idea. Students may create their own start-up or select an existing small or medium-sized enterprise or family firm. Large multinational organisations are not permitted. The selected business must have an international dimension, either from its inception or through credible plans to undertake international activities such as overseas sourcing, manufacturing, selling or market expansion within approximately three to five years. The presentation requires students to clearly explain the proposed business idea, its products or services and the customer value proposition. Students must demonstrate how a viable market opportunity or gap has been identified and explain how the proposed venture intends to capture that opportunity. Consideration may also be given to social entrepreneurship and the potential contribution of the business to local communities. A significant part of the assessment examines how an entrepreneurial venture can overcome the practical challenges associated with start-up development and internationalisation. Students should evaluate resource scarcity and the role of entrepreneurial networks or open innovation, propose appropriate funding mechanisms such as angel investment, venture capital or crowdfunding, and explain how the venture's intellectual property could be protected. Students must also present a credible international growth strategy. This includes identifying suitable foreign markets, analysing competitors, selecting appropriate market-entry modes, defining target customer segments and developing suitable marketing and promotional strategies. All arguments should be supported with reliable evidence, with sources cited directly within the presentation and a reference list included. The assessment places emphasis on knowledge and application of entrepreneurship theories, clarity and focus of the business idea, quality and reliability of supporting materials, professional presentation delivery and the group's ability to respond confidently during questioning. All group members are expected to contribute to the work and presentation. The accompanying Group Engagement Form specifically records whether members contributed equally and allows agreed contribution percentages to be documented. Reference style: enter Not specified rather than automatically selecting Harvard. The brief requires reliable sources, slide citations and a reference list, but the uploaded assessment documents do not prescribe a named referencing system. If the actual library file you are uploading is the FourGaz presentation sample, rather than a new 2025/26 submission, use the title “FourGaz: International Entrepreneurship Start-up and Market Expansion Strategy” and do not label it 2025/26, because that sample is dated 25 November 2019.
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Quality Engineering / Manufacturing Engineering / Statistical Quality Contro
2,500 words
Advanced Quality Engineering: Gauge R&R, Process Capability and Statistical Process Control Analysis
This Advanced Quality Engineering coursework requires students to apply quantitative quality-management techniques to a realistic manufacturing scenario involving the production of precision components. The assessment combines measurement system analysis, process capability evaluation and Statistical Process Control (SPC) to determine whether measurement and manufacturing processes are sufficiently reliable and capable of meeting specified engineering requirements. The first stage focuses on Gauge Repeatability and Reproducibility (Gauge R&R). Students are provided with measurements from ten components, with each component measured twice by two different operators. Using the supplied data and the module's Gauge R&R calculator, students must assess whether the measurement system is capable of evaluating a critical component dimension specified between 115 mm and 116 mm. This section tests the ability to evaluate measurement variation and determine the suitability of a measuring system for quality-control purposes. The second task requires comparison of two CNC machining processes. Historical batch measurements from a Honzaki CNC vertical milling machine are compared with measurements from a replacement Kawda CNC vertical milling machine. Students must calculate the Cp and Cpk process capability indices for both processes, interpret the results and determine which process is better suited to producing components within specification. Recommendations for process improvement and responsibility for corrective action must also be considered. The final task applies Statistical Process Control. Students must construct appropriate X-bar and R control charts, calculate the relevant control limits, plot process performance and investigate potential out-of-control conditions to identify differences between components produced by the two machines. Supporting module material emphasises the distinction between common and special causes of variation, interpretation of abnormal control-chart patterns, process capability and the use of SPC as a feedback mechanism for preventing defective output and improving manufacturing quality. Reference style: keep this as Not specified in the portal. The handbook requires external material to be properly acknowledged, but the uploaded guideline does not prescribe Harvard, APA, IEEE or another named referencing system.
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Global Supply Chain Management / Operations Management
2,494 words
Global Supply Chain and Operations Performance: Company Case Analysis
This Level 7 individual assignment requires students to produce a 2,500-word company case analysis examining an important operations performance issue within a real organisation. Students may select an organisation of any size, type, industry or country and must concentrate their analysis on one operations performance objective: cost, dependability, flexibility, speed or quality. The report requires students to identify the current challenges faced by the chosen organisation in relation to the selected performance objective and critically examine those challenges using relevant operations and supply chain management theories, concepts and analytical tools. Rather than providing only a descriptive account of organisational activities, students are expected to apply appropriate theoretical frameworks to the case and evaluate how these concepts could contribute to improved organisational and supply chain performance. A significant component of the assignment involves critically discussing appropriate best practices for performance improvement. These may include digital technologies, sustainability practices or other relevant operational and supply chain approaches. Students should connect these practices directly to findings from their chosen company case and assess their practical relevance, opportunities and limitations. Academic literature and appropriate real-world evidence should be used throughout to substantiate the analysis and recommendations. The assignment evaluates students' ability to analyse supply chain and operations problems, apply academic theory to organisational practice, and develop evidence-based conclusions and practical recommendations. The marking rubric places substantial emphasis on analysis and discussion (30%), application of theory (30%), and conclusions and recommendations (30%), with the remaining 10% allocated to presentation, logical structure, English expression and correct referencing. The report must use Harvard referencing, include a contents page, and follow the specified academic formatting requirements, including Arial size 12, 1.5 line spacing and A4 pages with 2.54 cm margins.
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Computer Science / Research Methods
500 words
Interim Report: Systematic Literature Review Research Protocol
This postgraduate computer science assignment requires students to prepare an Interim Report establishing the research protocol for a systematic literature review. The assessment focuses on whether the proposed research question is suitable for computer science research, clearly formulated, appropriately motivated by existing literature, and capable of being investigated through a systematic review. The main body of the report must not exceed 500 words, while supporting evidence may be provided separately where appropriate. The report is structured around three main chapters. Chapter 1 introduces the selected research area and summarises the purpose and structure of the report. Chapter 2 provides relevant background and a brief history of the chosen research domain, identifies the problem being addressed, and supports the discussion with at least two relevant academic citations. Chapter 3 presents the formal Literature Review Protocol, including the research question, its context, and the associated PICO elements: Population, Intervention, Comparison and Outcome. Students must also develop and test a Boolean search string using IEEE Xplore and report the number of papers returned by that search. The search strategy is accompanied by explicit inclusion and exclusion criteria governing which studies will be considered for the review. The supplied protocol template requires students to document these elements through two structured tables: one covering the research question and PICO framework, and another recording the search string, paper count, and study-selection criteria. The assessment places significant emphasis on methodological consistency. The research question, PICO elements, search strategy, paper count and inclusion/exclusion criteria must align logically with one another. Students are also assessed on the justification and motivation of the research question, document structure, presentation quality, spelling, grammar and academic referencing. The report must include a title page, table of contents, bibliography and the required research-protocol tables. Harvard referencing is required for both in-text citations and the final reference list. Overall, the assignment develops the foundational skills required for conducting a rigorous systematic literature review, including research-question formulation, structured evidence searching, transparent study-selection procedures, academic justification and professional research reporting.
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Computer Science / Machine Learning
Machine Learning Portfolio Challenge: Support Vector Machines and Kernel Methods
This machine learning portfolio challenge requires students to demonstrate both theoretical understanding and practical application of machine learning methodologies introduced during the second block of the module. During Weeks 7–12, students select one of the machine learning methods covered in class and apply it to a dataset of their choice. The completed work contributes to an assessment portfolio and must demonstrate a clear, systematic and professionally documented experimental process. The accompanying learning material places particular emphasis on Support Vector Machines (SVMs) and kernel-based machine learning. SVMs are presented as maximum-margin classifiers that construct a decision hyperplane between classes, with support vectors playing the key role in defining the classification boundary. The material also introduces soft-margin optimisation, slack variables, the regularisation parameter C, primal and dual formulations, and the use of KKT multipliers. SVMs are additionally discussed in relation to multiclass classification through approaches including one-versus-all and Error Correcting Output Codes (ECOC). Kernel methods extend these principles by replacing explicit feature transformations with similarity functions. Students encounter concepts including Gram matrices, feature mappings, Mercer conditions and the kernel trick, alongside common kernel choices such as linear, radial basis function and polynomial kernels. The material demonstrates how kernel methods can represent nonlinear decision boundaries in the original input space while retaining a linear representation in an embedded feature space. The final submission must be produced as a single PDF lab notebook. It should contain clear and well-commented MATLAB, Python or equivalent code explaining each methodological step, experimental results presented through appropriate tables and/or plots, and narrative discussion explaining the selected approach, observations and conclusions. The notebook should integrate code, outputs and written explanation into a coherent and professional submission. Students may also optionally present their solution in class, where the quality of explanation and discussion can contribute additional marks.
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Entrepreneurship and Business Start-up
5,000 words
Enterprise Start-up Portfolio — Business Plan, Fundraising Strategy and Entrepreneurial Self-Assessment
An enterprise start-up portfolio assessment asks students to originate a business idea and build the full supporting case for it, then present that case both in writing and as a recorded investor pitch. It is a pass/fail module structure in which every component must be passed individually — a strong business plan cannot compensate for a weak pitch, or vice versa. The written portfolio divides into two unequal halves. The larger part is the business plan itself, built to a fixed section structure with prescribed word allocations: an executive summary; the business idea set against an identified market gap, with market research and competitor analysis; customer profiles and segmentation; product development; marketing and communications; financials and business models covering costing, pricing, sales and revenue; and the founding team with its core competencies. The word allocations are not decorative — financials carry the single largest weighting in both the word budget and the marking rubric, which tells students where analytical depth is expected and where concision is. The smaller part is reflective. It covers the fundraising strategy — which funding sources are realistic for this venture, and how each would be targeted, approached and secured — and the student's own entrepreneurial tendency, informed by a standardised self-assessment instrument taken online. The rubric here rewards critical self-reflection over description: reporting a test result scores poorly; interpreting what the result means for how this founder should build a team and where they need support scores well. The pitch component is assessed on visual and audio quality, content and message, comprehension, delivery, and evident preparation. Technical execution carries real marks, which students routinely underestimate. Two things separate strong submissions. The first is internal consistency: the revenue model must follow from the pricing, the pricing from the customer segment, the segment from the identified gap. Plans that read as seven separate essays under seven headings lose marks even when each section is individually competent. The second is specificity in the financials — costing assumptions stated and justified, rather than round numbers presented without derivation. Note that assessments of this type commonly require the student to retain all drafts and earlier versions of their work, and to sign a detailed declaration itemising exactly how any AI tools were used. Our support on assessments of this type is guidance-based. Typical areas of help include: explaining what a market gap argument needs to be credible, showing how competitor analysis should be structured rather than listed, clarifying how costing and pricing assumptions should be built and presented, reviewing whether a fundraising strategy matches the venture's actual stage, explaining how reflective writing is assessed at postgraduate level, and checking a completed draft against the published rubric.
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