| Category | Assignment | Subject | Healthcare |
|---|---|---|---|
| University | York ST John University | Module Title | LDG7002M Healthcare Analytics |
Table of Contents
Module details…............................................................................................................ 1
Assignment Description................................................................................................. 1
Learning Outcomes......................................................................................................... 2
Advice and Guidance..................................................................................................... 2
How is this assessment marked?................................................................................. 3
Marking Criteria............................................................................................................... 4
Assessment cover sheet............................................................................................... 8
| Module Details | |||
| Module code: | LDP7002M | Level of Study: | 7 |
| Module Leader: | Obasanjo Bolarinwa | Credits: | 20 |
| Assessment format: | Microsoft Word | Method of submission: | Turnitin within Moodle |
| Deadline or Assessment Period: | 16th December 2025, 12:00 GMT. | Feedback date and place: | 19th January 2026, 12:00 GMT; Audio/written feedback within Turnitin/Moodle |
| Assessment limits: length, load, word count, etc. | Statistical analysis, interpretation and dissemination of data derived from a pre-constructed public health scenario (4000 word | Component number: | 1 of 1 |
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Is this exempt from Anonymous marking under the policy? |
Yes | Component weighting: | 100% |
You are required to write a 4,000-word report, analysing, interpreting, and disseminating data derived from a pre-constructed public health scenario. You will be provided with a simulated dataset. As this is a simulated dataset, all data is entirely fictional and not based on real individuals or events. The purpose of this scenario is to facilitate learning and practice in the field of public health data analytics related to COVID-19. You are required to upload this data onto the SPSS software and analyse the data as described below. Data will be made available and accessible at assignment launch. Workshops guiding how to utilise the SPSS software and data dissemination will be provided.
Simulated Public Health Scenario: Investigating Risk Factors for COVID-19 Infection and Severity
Study Background:
As the COVID-19 pandemic continues to impact communities worldwide, public health authorities are actively researching risk factors associated with COVID-19 infection and severity. To contribute to this research, a cohort study was designed to identify and analyse various risk factors that may be associated with COVID-19 infection and its severity. The study aimed to characterise the population, understand the relationship between potential risk factors and COVID-19 infection, and explore the predictors of severe outcomes in a diverse population.
Study Design:
The cohort study involved collecting data from individuals who underwent COVID-19 testing. Participants were recruited from various healthcare facilities, testing centres, and community settings. Data was collected prospectively, including information on demographic characteristics, pre-existing health conditions, lifestyle factors, and other relevant variables. The study followed up with participants over time to assess COVID-19 infection status and the severity of outcomes.
Before attempting this task, please revisit the week 8 seminar
Data Analysis Preparation:
1. Load the simulated dataset into SPSS.
2. Examine the structure of the dataset, checking variable labels and data types.
1. Summarise and describe the characteristics of the study population.
2. Check whether the data is normally distributed or not by checking the data using histograms.
3. Calculate and report the mean, median, standard deviation, and interquartile range for continuous variables like age and BMI.
4. Provide frequency distributions and percentages for binary and categorical variables like gender, hypertension, Covid-19 infection status, CVD, diabetes, ethnicity, smoking status, physical activity, cholesterol, dietary habit, education and socio-economic status.
Univariable Analysis:
1. Explore each variable individually in relation to COVID-19 infection (binary outcome: COVID-19 vs. No COVID-19) in the dataset.
2. Explore the odds ratios (OR) and 95% confidence intervals and p-value for each variable to assess their unadjusted associations with COVID-19 infection.
3. Discuss your findings.
Multivariable Analysis:
1. Conduct a multivariable logistic regression analysis to assess the adjusted associations between risk factors and COVID-19 infection.
2. Control for potential confounding variables like age and gender, and report adjusted odds ratios along with 95% confidence intervals and p-values.
Subgroup Analysis:
1. Perform subgroup analyses to investigate whether the associations between risk factors and COVID-19 infection differ within specific subgroups.
2. For example, analyse the relationship between smoking and COVID-19 infection separately for males and females or compare the effects of hypertension by ethnic group. Report odds ratios (OR) along with 95% confidence intervals and p-values.
Interpretation of Data Report: After completing the statistical analyses, students will be required to interpret and discuss the findings. They should identify significant risk factors associated with COVID-19 infection, provide insights into the study population's characteristics, and discuss the implications for public health measures and interventions.
The proposal must be supported with relevant academic literature where appropriate. These should be accurately cited and referenced according to the York St John Harvard Referencing throughout.
You must successfully achieve the following Learning Outcomes to pass this assessment:
PLOs 7.1 - 7.2 - 7.3
7.1. Demonstrate an in-depth understanding of the healthcare economy, and its effects on the global political environment, market reforms, investments and policy making.
7.2. Illustrate a futuristic view of digital innovation within healthcare products, processes, and service provisions.
7.3. Critically assess the need for sustainable and ethical health practices at micro and macro levels.
If you require support with your study skills, please visit https://www.yorksj.ac.uk/students/study-skills/
Your report should include the following areas:
1. Student ID number, title of the assessment and organisation chosen.
2. A brief background/review of existing evidence about COVID-19 infection and severity.
3. Characterise the study population, provide a table of characteristics and describe the population in detail.
4. Conduct univariate analysis and test each variable against the independent variable (COVID-19 vs. No COVID-19).
5. Conduct multivariate analysis, including all confounding variables.
6. Conduct sub-group analysis as described above.
7. Disseminate results for each analysis, use a heading if necessary.
8. Summarise the result.
9. Recommendation and conclusion.
10. Harvard reference list
11. Appendix where appropriate.
The report should contain all the relevant information, but also be visually appealing, including the use of graphs, tables, and figures as appropriate. You will be assessed on the data dissemination, interpretation, and application of your report, as well as your use of research and referencing throughout.
Your work needs to:
Pass Grade Bands (100 – 50) (Learning Outcomes must be met)
Fail Grade Bands (49 – 0) (Learning Outcomes are not met)
For more information on how to use the GAD to guide your assessment marking criteria visit Marking Criteria.
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General Characteristics |
Pass (50 – 59) |
Merit (60 – 69) |
Distinction (70 – 84) |
Distinction (85 – 100) |
Borderline Fail (45 - 49) (Credits may be compensated) |
Fail (30 - 44) (Credits may not be compensated) |
Fail (0 - 29) (Credits may not be compensated) |
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Adjectives |
Satisfactory |
Good |
Excellent |
Exemplary |
Not Successful |
Unsuccessful |
Fail |
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Thinking skills |
The work has attempted to apply advanced thinking skills methodically to material from the taught content (core and additional) and to present an evidence-led understanding of the discipline of health economics. |
The work has systematically applied advanced critical thinking skills to the (taught and independently researched) material. It has identified problems with, or asked questions about, the source material and proposed appropriate approaches to resolve these. |
The work has successfully offered and evidenced new insights into problems or areas of development which are central to research in the discipline of health economics |
The work has created new insights or proposed new hypotheses/analysis in response to health economics related problems or areas of development which are at the forefront of research in this discipline. It shows a professional awareness and application of the thinking skills used to process this knowledge. |
The work may have applied some thinking skills to part of the existing knowledge from the taught content but not enough of these are advanced thinking skills. More of the core content needs to be addressed or applied in this analytical report. |
The work has applied a few thinking skills to the materials from the core content but none of these are advanced thinking skills. Most of the core content has not been addressed or applied. The work is limited by some misunderstandings, misapplications, or gaps in key areas of knowledge from the taught content. |
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Research skills |
The work has attempted to apply appropriate research methods from the |
The work has successfully utilised analytical methods/concepts/fra |
The work is supported by an appropriate / systematic / thoughtful methodological |
The work has successfully developed new knowledge by using analytical methods/ |
The work may have partially applied some of the analytical methods/ concepts/frameworks from the taught content to existing |
The work does not apply the required analytical methods/ concepts/frameworks to |
The work does not address the required analytical methods/ concepts/frameworks |
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taught content correctly. It has attempted to analyse and solve problems and answer research questions which have been encountered in directed and independent studies. |
meworks from the taught content and independent studies. It has carefully selected and applied these analytical methods/ concepts/frameworks to generate data and / or insights to solve complex problems or answer bespoke research questions in the analytical report. |
approach and design. The work demonstrates a strong competency and in-depth understanding of the purpose and function of its analytical methods/ concepts/frameworks. |
concepts/frameworks effectively. It clearly articulates the researcher’s position. The design and rigour of the planning and implementation of the research adheres to the professional standards of the field / discipline / industry. |
knowledge. It does not yet use these skills and methods to solve problems and / or answer research questions. The work needs to include a more coherent account of how these skills and methods are relevant or applicable to the health economics topic. |
existing knowledge. These skills and methods are not used to solve problems and / or answer research questions. The work does not articulate how these skills and methods are relevant or applicable to the research topic. There may be some misunderstandings and misapplications. |
apply them to existing knowledge. The work does not attempt to solve problems and / or answer research questions. There is misunderstanding and misapplication of these skills and methods to the taught content and to the health economics topic. |
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Practical skills |
The work has attempted to apply the taught techniques in a way which adheres to relevant professional, ethical and / or legal frameworks (including CHEERS checklist). It has explained, critiqued and / or adapted established disciplinary practices and / or practical skills where this is relevant. It has demonstrated proactivity in tackling and / or solving problems, planning, and implementing tasks at a professional (or equivalent) level. |
The work has successfully applied a range of taught and self-taught techniques in a way which adheres to relevant professional, ethical and / or legal frameworks (including CHEERS checklist). These have been integrated to form a system of professional practice. |
The work has effectively selected and synergised a range of appropriate skills into a system of practice in a way which adheres to disciplinary / professional / industry / commercial standards. It has applied these techniques in a way which adheres to relevant professional, ethical and / or legal frameworks (including CHEERS checklist). |
The work has systematically, consistently and / or creatively applied professional / disciplinary skills, in a way which adheres to relevant professional, ethical and / or legal frameworks (including CHEERS checklist). It applies these skills as part of a system of practice which would be considered exemplary by disciplinary / professional / industry / commercial colleagues. |
The work may have applied some of the core taught techniques but does not fully explain, critique and/ or adapt established disciplinary practices / practical skills in a way which adheres to relevant frameworks / guidelines. There is some evidence of proactivity in problem-solving and / or planning and implementing tasks at a professional or equivalent level but more is needed. |
The work applies few of the core taught techniques. It does not clearly explain, critique and /or adapt established disciplinary practices / practical skills in a way which adheres to relevant frameworks / guidelines. There is no clear evidence of proactivity in problem-solving and / or planning and implementing tasks at a professional or equivalent level. |
The work does not reference or apply any taught techniques. It does not explain, critique, or adapt established disciplinary practices / practical skills. There is little or no evidence of proactivity in problem- solving and / or planning and implementing tasks at a professional or equivalent level. There is little or no evidence of practising in a way which adheres to relevant frameworks / guidelines. |
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Professional Learning skills |
The work has attempted to reflect on experiences and / or feedback to evaluate the effectiveness of the |
The work critically reflects on the learning processes and applies actions which can produce |
The work shows a systematic, critically reflective approach to developing learning processes / goal setting. |
The work has used critical self-awareness to develop learning without supervision. Its application of reflective practice has |
The work may show some awareness of personal responsibility for development / reflection on individual learning / disciplinary practice. It needs to |
The work shows limited awareness of personal responsibility for development / reflection on individual learning / |
The work has not engaged with personal reflections or feedback / guidance, resulting in little or no clear |
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learning processes / goal setting. It identifies actions to generate identifiable future improvements. The work attempts to engage with further resources / opportunities for support and growth in response to new challenges, and / or for decision-making in complex and unpredictable situations. |
identifiable future improvements. The work recognises gaps and limitations or opportunity to develop. It shows sustained engagement with further resources / opportunities for support and growth in response to new challenges. |
It evidences the proactive ownership and management of learning and shows an enterprising / aspirational approach, producing significant developments. The work shows critical engagement with further resources / opportunities for support and growth. Decision-making is confident in complex and unpredictable situations. |
resulted in enhanced learning processes and outputs. It identifies aspirational future goals, opportunities, and actions. It shows sustained critical engagement with further resources / opportunities for support and growth in response to new challenges. The work uses considerate and ethical decision making. |
use more / other sources of feedback / guidance to achieve satisfactory improvements to work and / or practice. |
disciplinary practice. It does not apply sufficient feedback or guidance to improve work / practice. |
improvement in work or practice. |
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Communication |
The work is largely clear, coherent and communicates appropriately to an audience. It is aware of relevant technologies and uses an appropriate writing or presentation style |
The work communicates using technically proficient language appropriate to the medium and its intended audience. It shows an appreciation of relevant technologies. |
The work communicates persuasively. It engages with relevant technologies and communicates complex ideas in ways that are accessible to specialist and non-specialist audiences. |
The work communicates with a structure which flows logically. It successfully communicates complex ideas in ways that would be understandable to a range of specialist and non-specialist audiences. The work engages ethically with relevant technologies and uses them in a socially responsible way. |
The mode of communication in this work is comprehensible to some extent and there may be some areas of focus (topic / conclusions / intended audience). The work’s language may show some technical proficiency and partially apply an appropriate writing or presentation style but there are gaps, mistakes, or inconsistencies. |
The work’s clarity and focus are limited. The language used is not consistent in its coherence or technical proficiency and the works applies few of the features of an appropriate writing or presentation style. |
The work has little or no clarity or focus and does not attempt to communicate to an audience. The language used is not clear or technically proficient. Little or no attempt has been made to apply an appropriate writing or presentation style. |
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Creativity |
The work attempts to adapt / combine / transform existing knowledge /concepts to a sufficient extent that it is distinct from these inspirations. |
The work is new and valuable by being functional, thought- provoking, and /or informative to an intended audience. |
The work and its creative idea / approach is new, surprising, and valuable to a clearly identified audience. It operates at a level of creativity comparable to industry / |
The creative idea and style inform (and are integrated consistently into) the work. It is new, valuable, and surprising to an identifiable and well- defined audience and it exceeds this audience’s expectations. It operates |
The work may demonstrate some originality (being new, valuable, or surprising) by adapting / combining / transforming some existing knowledge/ concepts. It partially explains its value or engages an audience, but it needs to distinguish itself from existing |
The work has evidences limited originality (newness, value, surprisingness). It shows few adaptations / combinations / transformations of existing knowledge / concepts to explain its purpose or |
This work evidences little or no originality (newness, value, surprisingness). It relies too greatly on replicating a very narrow range of existing knowledge / specific concepts. It does not |
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professional expectations. |
as a leading example in the field / discipline / industry. |
knowledge / concepts more clearly. |
function or to engage an identified audience. It has mostly replicated existing knowledge / concepts. |
explain its value |
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Professional Skills (PSRB standards) |
Percentage marks are awarded based on the percentage of competency tasks completed in accordance with relevant PSRB requirements, Pass marks remain at 50%. Critical incidences can result in an automatic failure (49-0%). |
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Professional Competencies (PSRB standards) |
The work demonstrates the achievement of professional competencies when assessed against the requirements of the PSRB. | The work has not demonstrated achievement of professional competencies when assessed against the requirements of a professional statutory or regulatory body (PSRB) |
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Professional Conventions (PSRB Standards) |
The work adheres to the appropriate rules and/or conventions set by regulators or the industry |
The work has not succeeded in adhering to the appropriate rules and / or conventions set by regulators or the industry. |
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