3. Form  a  Concept  node to  extract the documents that are  related to the problem statement.

Use predefined concepts and custom concepts with the LITI Concept Rules to form the concepts  that  can  extract  the  information,  match  the  documents  related  to  the problem statement and help achieve the objective. So these concepts can be used to enhance the categorisation in the Categories node.

4. Identify the association among the terms that are related to the problem statement. Use the term map in the Text Parsing node to explain the relationship among the terms that are related to the problem statement.

5. Build and assess the Categorisation model.

Explain the result of the categorisation model based on the dispute variable. Enhance the  categories  rule  using  the  custom  concepts.  Then,  reevaluate  the  model's performance.

Instructions:

The total word count for this report shouldn't be more than 2000 words (excluding footnotes, diagrams, tables, references and appendix). The goal of this report is to present the insights in a concise, organised, and meaningful way to facilitate understanding and decision-making.

Your report should include the following key sections:

1. Executive  Summary: A  brief  overview  of  the  entire  report,  highlighting  the   key findings,  insights,  and  recommendations.  This  section   is  designed  to   give  busy stakeholders a quick understanding of the report's main points.

2. Introduction: This section sets the stage by explaining the purpose and scope of the analysis. The main components are the problem statement and the objective of the analysis. It provides context for the reader and outlines the objectives of the report.

3. Data Description: Information about the dataset used for analysis. This could include details about the data dimension, type of texts (social media posts, customer reviews, etc.), and any specific characteristics of the data that might be relevant to the analysis.

4. Methodology: Detailed information about the methods and techniques used for text analysis. This includes the preprocessing steps (such as text cleaning, tokenisation, and stop-word  removal),  and  the  algorithms  or  tools  employed  for  analysis  (e.g.,  LITI concept rules, text categorisation, etc.).

5. Results and Findings: The core of the report, where the outcomes of the text analysis are  presented.  This  section  might  include  insights  from  keyword  and  concept extraction, categorisation or any other  relevant techniques. Visualisations  such  as word clouds or term maps can help illustrate the findings.

6. Discussion and Interpretation: An in-depth explanation of the results, discussing the implications of the findings and  connecting them to the  research  objectives. This section might also address any limitations or challenges faced during the analysis.

7. Recommendations: Based  on  the  insights  gained  from  the  analysis,  this  section provides  actionable   recommendations.  These  could   be   suggestions  for   business strategies, improvements, or areas that require further investigation.

8. Conclusion: A   concise  summary  of  the  report's  main  points,  emphasising  the significance of the findings and reiterating the recommendations.

9. References: Citations  to  any  external  sources,  tools,  or  frameworks  used  in  the analysis.

Grading:

Your report will be evaluated based on the following criteria:

1.   Executive Summary: 10 marks

2.   Introduction: 10 marks

3.   Data Description: 5 marks

4.   Methodology: 10 marks

5.   Results and Findings: 20 marks

6.   Discussion and Interpretation: 20 marks

7.   Recommendations: 10 marks

8.   Conclusion: 10 marks

9.   References: 5 marks

Total Points: 100

Submission Guidelines:

1.   Make sure that you  regularly  make backup copies of your work. Computer, disk, or cloud problems will not be accepted as valid reasons for late submissions or requests for extensions.

2.   Any  students  caught  plagiarising  or  permitting  others to  plagiarise their  work will receive a zero mark on this assignment. Students should be aware ofplagiarism and collusionand the procedure should one be suspected of committing such acts.

3.   Proper  citation  is  an  essential  aspect  of  academic  writing.  As  you  prepare  your assignments,   please   cite   all  sources   used   in   your  work,   including   direct   quotes, paraphrases, and ideas  borrowed from other authors or generative AI.  Failure to cite sources  properly  could  result  in  charges  of  plagiarism,  which  could  negatively  affect assignment marks. Use APA citation style. You can refer to this webpage for the APA citation style and generate the APA citation using thisAPA referencing generator. You can refer toMonash's pageandthis webpagefor citing resources obtained from generative AI  and nonrecoverable sources.

4.   Students  should  emphasise  the  narration  and  how  the  results  are  presented  and interpreted. Students should endeavour to ensure that the report is complete and well-composed. Poor presentation, poor command of English writing and/or failure to comply with instructions may result in a mark penalty. You are encouraged to access Studiosityto improve your report writing. The Studiosity link is on Moodle's Assessment page.