Podcast
Questions and Answers
Critically evaluate the claim that the five characteristics of a good project—clarity, conciseness, persuasiveness, accuracy, and interest—are universally applicable across all disciplines and research paradigms. Provide a nuanced perspective, considering potential exceptions or contexts where certain characteristics might be less relevant or even detrimental.
Critically evaluate the claim that the five characteristics of a good project—clarity, conciseness, persuasiveness, accuracy, and interest—are universally applicable across all disciplines and research paradigms. Provide a nuanced perspective, considering potential exceptions or contexts where certain characteristics might be less relevant or even detrimental.
While generally desirable, their relative importance varies. For instance, in exploratory qualitative research, persuasiveness might be secondary to unbiased data collection; in highly theoretical physics, accuracy and clarity might outweigh immediate interest.
In the context of thesis/dissertation chapter structuring, how can a researcher effectively balance the need to address 'What was the problem?' in Chapter I (Introduction) with the potential for overlap with subsequent chapters detailing methodology, results, and discussion? Propose a strategy to maintain focus and avoid redundancy while providing a comprehensive overview.
In the context of thesis/dissertation chapter structuring, how can a researcher effectively balance the need to address 'What was the problem?' in Chapter I (Introduction) with the potential for overlap with subsequent chapters detailing methodology, results, and discussion? Propose a strategy to maintain focus and avoid redundancy while providing a comprehensive overview.
Use Chapter I to establish scope, significance, and knowledge gap. Subsequent chapters detail specific problem aspects; methodology validates approach; results quantify impact; discussion interprets findings.
Deconstruct the statement that the literature review (Chapter II) serves to 'orientate your reader on the state-of-the-art.' How does a critical literature review transcend mere summarization to strategically position the current research within the existing body of knowledge, identifying gaps, contradictions, and potential avenues for original contribution?
Deconstruct the statement that the literature review (Chapter II) serves to 'orientate your reader on the state-of-the-art.' How does a critical literature review transcend mere summarization to strategically position the current research within the existing body of knowledge, identifying gaps, contradictions, and potential avenues for original contribution?
Effective literature reviews synthesize, critique, and expose gaps, highlighting novel contributions via contrast or synthesis, avoiding simple restatement of known material.
Elaborate on the assertion that Chapter III (Materials and Methods) addresses 'How did you study the problem already identified?' How can a researcher thoroughly justify their choice of methodology, demonstrating its suitability and rigor while preemptively addressing potential limitations or biases inherent in the selected approach?
Elaborate on the assertion that Chapter III (Materials and Methods) addresses 'How did you study the problem already identified?' How can a researcher thoroughly justify their choice of methodology, demonstrating its suitability and rigor while preemptively addressing potential limitations or biases inherent in the selected approach?
Critically assess the statement that Chapter IV (Design) answers the question 'How did you develop a new System?' In what ways can the design chapter showcase both adherence to established design methods and innovative solutions to specific problem peculiarities, thereby contributing novel insights to the design domain?
Critically assess the statement that Chapter IV (Design) answers the question 'How did you develop a new System?' In what ways can the design chapter showcase both adherence to established design methods and innovative solutions to specific problem peculiarities, thereby contributing novel insights to the design domain?
Analyze the assertion that Chapter V (Section I) presents 'What did you find?' In what ways must a researcher ensure that the presentation of results transcends mere data reporting to provide a cohesive, interpretable narrative that anticipates subsequent discussion and contextualization?
Analyze the assertion that Chapter V (Section I) presents 'What did you find?' In what ways must a researcher ensure that the presentation of results transcends mere data reporting to provide a cohesive, interpretable narrative that anticipates subsequent discussion and contextualization?
Critically evaluate the role of Chapter V (Section II) in addressing 'What do these findings mean?' How can discussion in this section move beyond simple interpretation to provide insightful synthesis, contextualization within the broader literature, and critical reflection on the implications and limitations of the research?
Critically evaluate the role of Chapter V (Section II) in addressing 'What do these findings mean?' How can discussion in this section move beyond simple interpretation to provide insightful synthesis, contextualization within the broader literature, and critical reflection on the implications and limitations of the research?
Discuss the limitations of the Harvard referencing system (Name and Year) and alternative referencing styles. In what scenarios might the Alphabet Number System or Citation Order System be more appropriate, and what are the potential drawbacks of each approach in maintaining scholarly rigor and transparency?
Discuss the limitations of the Harvard referencing system (Name and Year) and alternative referencing styles. In what scenarios might the Alphabet Number System or Citation Order System be more appropriate, and what are the potential drawbacks of each approach in maintaining scholarly rigor and transparency?
Deconstruct the concept of 'Methodology' as 'the systematic, theoretical analysis of methods.' How does a robust methodology section in a research paper transcend a mere description of techniques to provide a critical evaluation of their underlying assumptions, limitations, and potential biases, demonstrating a deep understanding of the philosophical underpinnings of the chosen approach?
Deconstruct the concept of 'Methodology' as 'the systematic, theoretical analysis of methods.' How does a robust methodology section in a research paper transcend a mere description of techniques to provide a critical evaluation of their underlying assumptions, limitations, and potential biases, demonstrating a deep understanding of the philosophical underpinnings of the chosen approach?
Critically assess the assertion that 'A Methodology does not set out to provide solutions but offers the theoretical underpinning.' In what ways can a well-articulated methodology guide the selection, adaptation, or creation of specific methods, while acknowledging the inherent subjectivity and contextual dependency of methodological choices?
Critically assess the assertion that 'A Methodology does not set out to provide solutions but offers the theoretical underpinning.' In what ways can a well-articulated methodology guide the selection, adaptation, or creation of specific methods, while acknowledging the inherent subjectivity and contextual dependency of methodological choices?
Deconstruct the statement that 'Requirements analysis is critical to the success of a systems or software project.' How does effective requirements analysis transcend mere elicitation to ensure traceability, testability, and alignment with evolving business needs, while managing stakeholder expectations and mitigating scope creep?
Deconstruct the statement that 'Requirements analysis is critical to the success of a systems or software project.' How does effective requirements analysis transcend mere elicitation to ensure traceability, testability, and alignment with evolving business needs, while managing stakeholder expectations and mitigating scope creep?
In the context of requirements analysis, critically evaluate the relative merits and limitations of eliciting requirements through business process documentation versus stakeholder interviews. How can these methods be effectively integrated to capture both explicit and tacit knowledge, resolving potential inconsistencies and biases?
In the context of requirements analysis, critically evaluate the relative merits and limitations of eliciting requirements through business process documentation versus stakeholder interviews. How can these methods be effectively integrated to capture both explicit and tacit knowledge, resolving potential inconsistencies and biases?
Critically analyze the role of an 'adversary' in competitive analysis of algorithms. Differentiate between an 'oblivious adversary' and an 'adaptive adversary,' and explain how the choice of adversary model impacts the design and evaluation of online algorithms, particularly in the context of randomized algorithms.
Critically analyze the role of an 'adversary' in competitive analysis of algorithms. Differentiate between an 'oblivious adversary' and an 'adaptive adversary,' and explain how the choice of adversary model impacts the design and evaluation of online algorithms, particularly in the context of randomized algorithms.
The text mentions the 'Move-To-Front' and 'Transpose' algorithms for the list update problem. Elaborate on the competitive analysis of these algorithms, explaining why 'Transpose' can perform arbitrarily badly compared to an optimal algorithm, while 'Move-To-Front' has a bounded competitive ratio. What are the practical implications of these theoretical results?
The text mentions the 'Move-To-Front' and 'Transpose' algorithms for the list update problem. Elaborate on the competitive analysis of these algorithms, explaining why 'Transpose' can perform arbitrarily badly compared to an optimal algorithm, while 'Move-To-Front' has a bounded competitive ratio. What are the practical implications of these theoretical results?
In the context of research methodology, critically evaluate the distinction between quantitative and qualitative approaches. To transcend this dichotomy, how might a mixed-methods design strategically integrate both approaches, leveraging their respective strengths to provide a more comprehensive and nuanced understanding of the research topic?
In the context of research methodology, critically evaluate the distinction between quantitative and qualitative approaches. To transcend this dichotomy, how might a mixed-methods design strategically integrate both approaches, leveraging their respective strengths to provide a more comprehensive and nuanced understanding of the research topic?
The provided text states, 'Research methods should be logical, objective, and patient.' Elaborate on the potential challenges in upholding these principles, particularly in the context of qualitative research where researcher subjectivity is often acknowledged. What strategies can researchers employ to mitigate bias and enhance the trustworthiness of their findings?
The provided text states, 'Research methods should be logical, objective, and patient.' Elaborate on the potential challenges in upholding these principles, particularly in the context of qualitative research where researcher subjectivity is often acknowledged. What strategies can researchers employ to mitigate bias and enhance the trustworthiness of their findings?
The text outlines stages in identifying a research problem. Critically assess the statement that 'A literature review can help you find a research gap.' How does an effective literature review move beyond summarizing existing knowledge to identify subtle nuances, contradictions, or methodological limitations that warrant further investigation?
The text outlines stages in identifying a research problem. Critically assess the statement that 'A literature review can help you find a research gap.' How does an effective literature review move beyond summarizing existing knowledge to identify subtle nuances, contradictions, or methodological limitations that warrant further investigation?
Explore the application of 'practical judgment' in research, particularly in the context of listening to children using the 'mosaic approach.' How can researchers navigate the ethical complexities of interpreting children's perspectives while acknowledging the power dynamics inherent in the researcher-participant relationship?
Explore the application of 'practical judgment' in research, particularly in the context of listening to children using the 'mosaic approach.' How can researchers navigate the ethical complexities of interpreting children's perspectives while acknowledging the power dynamics inherent in the researcher-participant relationship?
The provided text defines Object-Oriented Analysis and Design (OOAD). Critically evaluate the claim that OOAD 'emphasizes modularity, reusability, and extensibility.' In what ways can these principles enhance software maintainability and scalability, and what are the potential trade-offs or challenges associated with their implementation in complex systems?
The provided text defines Object-Oriented Analysis and Design (OOAD). Critically evaluate the claim that OOAD 'emphasizes modularity, reusability, and extensibility.' In what ways can these principles enhance software maintainability and scalability, and what are the potential trade-offs or challenges associated with their implementation in complex systems?
The text describes the Waterfall methodology. Critically analyze the statement that 'Unlike other methods, such as the Agile methodology, Waterfall doesn't allow flexibility.' How does the rigidity of the Waterfall model impact its suitability for projects with evolving requirements, and what strategies can be employed to mitigate the risks associated with its inflexibility?
The text describes the Waterfall methodology. Critically analyze the statement that 'Unlike other methods, such as the Agile methodology, Waterfall doesn't allow flexibility.' How does the rigidity of the Waterfall model impact its suitability for projects with evolving requirements, and what strategies can be employed to mitigate the risks associated with its inflexibility?
Define 'research problem'. Contrast research problems with 'research questions'. How may scoping of the research problem impact the ability to address specific research questions?
Define 'research problem'. Contrast research problems with 'research questions'. How may scoping of the research problem impact the ability to address specific research questions?
The text mentions experimental, quantitative, qualitative, and development research methodologies. Contrast 'experimental' designs with quasi-experimental designs, discussing the challenges in establishing causality in real-world settings where full experimental control is not possible.
The text mentions experimental, quantitative, qualitative, and development research methodologies. Contrast 'experimental' designs with quasi-experimental designs, discussing the challenges in establishing causality in real-world settings where full experimental control is not possible.
The text refers to Structured Systems Analysis and Design Method (SSADM). Critically evaluate the role of 'Logical Data Modelling' within SSADM. How does it contribute to building a coherent understanding of the system's data requirements, and what are its limitations regarding capturing dynamic aspects of the system's behavior?
The text refers to Structured Systems Analysis and Design Method (SSADM). Critically evaluate the role of 'Logical Data Modelling' within SSADM. How does it contribute to building a coherent understanding of the system's data requirements, and what are its limitations regarding capturing dynamic aspects of the system's behavior?
The text mentions feasibility studies within SSADM (Stage 0). Assume a project has high technical and organizational feasibility; it will work and it fits with existing systems/ But financial analysis reveals a borderline ROI, and ethical concerns regarding data privacy are present. Using a weighted multi-criteria decision analysis, how would you advise whether to proceed, and what factors would you weigh most heavily?
The text mentions feasibility studies within SSADM (Stage 0). Assume a project has high technical and organizational feasibility; it will work and it fits with existing systems/ But financial analysis reveals a borderline ROI, and ethical concerns regarding data privacy are present. Using a weighted multi-criteria decision analysis, how would you advise whether to proceed, and what factors would you weigh most heavily?
In SSADM Stage 1 ('Investigation of the Current Environment'), describe how the 'Current Environment logical data structure (ERD)' and 'Levelled set of DFDs for the current logical system' act as complementary tools. What unique insights does each provide, and how do they collectively inform the subsequent stages of system design and development?
In SSADM Stage 1 ('Investigation of the Current Environment'), describe how the 'Current Environment logical data structure (ERD)' and 'Levelled set of DFDs for the current logical system' act as complementary tools. What unique insights does each provide, and how do they collectively inform the subsequent stages of system design and development?
Explain the significance of Stage 3 in SSADM which is the 'Requirements Specification.' Assess what would happen if the developed specification still contains errors, ambiguity, and inconsistency. Present possible solutions to address such issues.
Explain the significance of Stage 3 in SSADM which is the 'Requirements Specification.' Assess what would happen if the developed specification still contains errors, ambiguity, and inconsistency. Present possible solutions to address such issues.
In the Logical Design stage (Stage 5) of SSADM, 'Logical Process Models' are developed. Explain the limitations of relying solely on logical models without considering physical implementation constraints, such as hardware limitations or network bandwidth. Suggest strategies for bridging the gap between logical design and physical implementation to ensure system feasibility and performance.
In the Logical Design stage (Stage 5) of SSADM, 'Logical Process Models' are developed. Explain the limitations of relying solely on logical models without considering physical implementation constraints, such as hardware limitations or network bandwidth. Suggest strategies for bridging the gap between logical design and physical implementation to ensure system feasibility and performance.
The text discusses the advantages and disadvantages of SSADM. How would you mitigate the disadvantage of 'The size of SSADM', and high training costs? Describe practical strategies for streamlining the methodology, reducing its complexity, and providing targeted training to project teams, while maintaining its core strengths in structured analysis and design.
The text discusses the advantages and disadvantages of SSADM. How would you mitigate the disadvantage of 'The size of SSADM', and high training costs? Describe practical strategies for streamlining the methodology, reducing its complexity, and providing targeted training to project teams, while maintaining its core strengths in structured analysis and design.
How can Ontology-Based Data Access (OBDA) contribute to enhanced Clarity regarding data sources? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Ontology-Based Data Access (OBDA) contribute to enhanced Clarity regarding data sources? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Formal Concept Analysis (FCA) contribute to enhanced Conciseness regarding project resources, inputs, and outputs? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Formal Concept Analysis (FCA) contribute to enhanced Conciseness regarding project resources, inputs, and outputs? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Argumentation Mining (AM) contribute to enhanced Persuasiveness regarding project goals and justifications? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Argumentation Mining (AM) contribute to enhanced Persuasiveness regarding project goals and justifications? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Statistical power analysis contribute to enhanced Accuracy regarding sample sizes and statistical methodologies? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can Statistical power analysis contribute to enhanced Accuracy regarding sample sizes and statistical methodologies? Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can User-Centered Design (UCD) techniques contribute to enhanced Interest regarding project goals and user requirements. Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
How can User-Centered Design (UCD) techniques contribute to enhanced Interest regarding project goals and user requirements. Discuss this relative to the statement from the document that 'A good project must have 5 characteristics: (i) Clarity (ii) Conciseness (iii) Persuasiveness (iv) Accuracy (v) Interest.
Describe the difference between Open Coding, Axial Coding, and Selective Coding and how they can contribute when performing qualitative research related to research methods, where researchers are eliminating personal feelings and preferences. Hint: think about biases impacting coding and data interpretation.
Describe the difference between Open Coding, Axial Coding, and Selective Coding and how they can contribute when performing qualitative research related to research methods, where researchers are eliminating personal feelings and preferences. Hint: think about biases impacting coding and data interpretation.
Contrast Type I errors with Type II errors, and how these may arise in both Quantitative and Qualitative research. Construct examples for each case, and how researchers may reduce the likelihood of their occurance.
Contrast Type I errors with Type II errors, and how these may arise in both Quantitative and Qualitative research. Construct examples for each case, and how researchers may reduce the likelihood of their occurance.
Describe the role of external peer review and internal peer review in ensuring 'practical judgment' in the processes of research
Describe the role of external peer review and internal peer review in ensuring 'practical judgment' in the processes of research
Describe how a systems analyst can build the required logical models for the DFDs and the ERDs. Explain, with use of example (either as equations or in practical sense) on some method to determine that the logical models are a complete requirements specification document.
Describe how a systems analyst can build the required logical models for the DFDs and the ERDs. Explain, with use of example (either as equations or in practical sense) on some method to determine that the logical models are a complete requirements specification document.
Contrast the use of the Kano model versus conjoint analysis to understand and prioritize user requirements relating to the five characteristics of the good project. Discuss an example research question. When performing UCD research, justify whether the combination of those two models could yield better results. What would make the combination of those models to be of little or no use?
Contrast the use of the Kano model versus conjoint analysis to understand and prioritize user requirements relating to the five characteristics of the good project. Discuss an example research question. When performing UCD research, justify whether the combination of those two models could yield better results. What would make the combination of those models to be of little or no use?
Assume several stages in identifying a research problem. After reviewing the literature, an apparent research gap emerges. A team discussion ensues. During the discussion, one team member refers to a source that seemingly covers the gap, but does not cover it completely. Should this source be included, partially included or excluded? Construct a decision framework to answer this question, when incorporating team opinions, document attributes and source attributes.
Assume several stages in identifying a research problem. After reviewing the literature, an apparent research gap emerges. A team discussion ensues. During the discussion, one team member refers to a source that seemingly covers the gap, but does not cover it completely. Should this source be included, partially included or excluded? Construct a decision framework to answer this question, when incorporating team opinions, document attributes and source attributes.
Flashcards
Characteristics of a good project
Characteristics of a good project
Clarity, Conciseness, Persuasiveness, Accuracy, and Interest
Where to find the problem?
Where to find the problem?
In the introduction. It defines nature/scope of problem, aims/objectives, and knowledge gap
Where to orient the reader?
Where to orient the reader?
In the literature review. It orients reader on the state-of-the-art regarding the research area.
How to study the problem?
How to study the problem?
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How to develop a new system?
How to develop a new system?
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Where to find the findings?
Where to find the findings?
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What to do with findings?
What to do with findings?
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Referencing style
Referencing style
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What is Methodology?
What is Methodology?
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What is Analysis?
What is Analysis?
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What is Requirement analysis?
What is Requirement analysis?
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Characteristics of Requirements
Characteristics of Requirements
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Three activities in requirement analysis
Three activities in requirement analysis
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Competitive analysis (online algorithm)
Competitive analysis (online algorithm)
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What is Competitive analysis?
What is Competitive analysis?
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List update problem
List update problem
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What is Move-To-Front algorithm?
What is Move-To-Front algorithm?
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Research methodology
Research methodology
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Research methodologies usage
Research methodologies usage
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Types of methodology
Types of methodology
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Research methods
Research methods
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Identifying a research problem
Identifying a research problem
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Research gaps
Research gaps
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What is practical judgement?
What is practical judgement?
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What is OOAD?
What is OOAD?
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What is analysis in OOAD?
What is analysis in OOAD?
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What is Design?
What is Design?
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Improved Modularity
Improved Modularity
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Better Abstraction
Better Abstraction
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Improved reuse
Improved reuse
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What is the Waterfall methodology?
What is the Waterfall methodology?
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The 5 stages of the Waterfall methodology
The 5 stages of the Waterfall methodology
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The Requirements phase
The Requirements phase
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Study Notes
- A good project should have clarity, conciseness, persuasiveness, accuracy and interest
Questions and Answers for a Good Thesis/Dissertation
- Chapter I (Introduction) answers the question: What was the problem?
- It defines the nature and scope of the problem being investigated.
- It expresses the aim and objectives of the research.
- A researcher needs to inform the readers of the factors that necessitated the research.
- Every research should fill a knowledge gap, and that is defined in the introduction.
- The fundamental question to be addressed is: "What is the problem?"
- Chapter II (Literature Review) answers the question: How do you orientate your reader?
- The literature review orients the reader to the state-of-the-art in the research area.
- Relevant research and findings should be quoted and discussed.
- The relationship between the current research and existing research should be established.
- The knowledge gap should be declared.
- Chapter III (Materials and Methods / Methodology) answers How did you study the problem?
- Presents the modalities for addressing the problem.
- The issue to be addressed is: "How will you study the problem already identified?"
- Chapter IV (Design) answers the question: How did you develop a new system?
- Standard design methods exist, with general methods and problem-specific peculiarities.
- Chapter V (Section I, Results) answers: What did you find?
- Presents the outcome of the research from previous chapters.
- Presentation can be pictorial, graphical and so on.
- The basic question is: "What did you find or build?"
- Chapter V (Section II, Discussion) answers: What do these findings mean?
- Findings are translated or interpreted.
- Constraints and limitations of the research are discussed.
- Referencing should follow acceptable norms
- Name and Year system (Harvard System): e.g., Okoye (1998) or Okoye, Okeke, Okonkwo (1990), subsequently Okoye et al. (1990)
- Alphabet Number System: e.g., "The era of sacred cow is over (19)"
- Citation Order System: References are cited by number in order of appearance.
- Chapter VI contains References or Bibliography
Lecture on Research Methodology
- Methodology is the systematic, theoretical analysis of methods applied to a field of study.
- It includes concepts such as paradigm, theoretical model, phases, and quantitative or qualitative techniques.
- It offers the theoretical underpinning for understanding which methods can be applied to a specific case.
- Methodology has been defined as:
- The analysis of the principles of methods, rules, and postulates employed.
- The systematic study of methods that have been or can be applied within a discipline.
- The analysis/description of methods.
- Analysis is breaking a complex topic into smaller parts for better understanding.
- Requirements Analysis in computer science
- Encompasses tasks to determine needs or conditions for a new or altered product.
- Accounts for possibly conflicting requirements of stakeholders like beneficiaries or users.
- Is critical to the success of systems or software projects.
- Should be documented, actionable, measurable, testable, traceable to business needs.
- Should be defined to a level sufficient for system design.
- Conceptually, Requirements Analysis includes:
- Eliciting requirements through business process documentation and stakeholder interviews.
- Analyzing requirements to ensure clarity, completeness, consistency, and resolving conflicts.
- Recording requirements in various forms, including summary lists, natural language documents, use cases, user stories, or process specifications.
- The requirements analysis process requires consideration of stakeholders' needs and understanding of implications.
- Techniques include scenarios, use cases, workplace observation, interviews, focus groups, and prototyping.
- Competitive analysis (online algorithm) displays how online algorithms perform.
- Competitive analysis is used for analyzing online algorithms.
- Performance is compared to an optimal offline algorithm that can view the complete request sequence in advance.
- An algorithm is 'competitive' if the ratio between its performance and the offline algorithm's performance is bounded
- Unlike worst-case analysis, 'competitive' algorithms must perform on both hard and easy inputs.
- In competitive analysis, an "adversary" deliberately chooses difficult data to maximize the cost ratio:
- Adversaries vary in power to randomized algorithm choices.
- Quick-sort is an example
- It chooses a "pivot" element that, on average, is near the center value.
- The data is separated with elements with value less than the pivot, and another with the rest of the elements.
- In list update problems, classic "on-line" problem using competitive analysis include:
- Given a list of items and minimize costs for accessing the list when items are closer to the front.
- After access, list rearrangement can be made.
- Move-To-Front algorithm and Transpose algorithm are used in accessing such items
- Move-To-Front algorithm: Requested item moves to the front after access, for no cost.
- Transpose algorithm: Accessed item swaps with the one before it, for no cost.
- In a server with online requests, competitive algorithms can be used to overcome future uncertainties by having access to the current events.
- Research methodology is the structured process of conducting research.
- It includes research design, data gathering, and data analysis.
- It can be quantitative (measuring) or qualitative (asking people).
- Ideally comprehensive research incorporates both, limited by time and finance.
- It generally tests hypotheses or theories in academic research, its design should ensure validity and reliability.
- A study design can involve questionnaires, interviews, observation, and/or experiments.
- Research methods are the procedures to analyze and interpret data gathered.
- Statistical analysis of data helps identify correlations or significance in results.
- Objective, representative research can be hard to conduct since tests are conducted on a sample.
- You have to have a deep and detailed understanding of research limitations.
- Types of methodology: experimental, quantitative, qualitative and development.
- Quantitative methodology tests the significance of a hypothesis, asking “How much?” and uses numbers/is systematic.
- Qualitative methodology depends on observations and descriptions using opinion and experience.
- Collecting data for research projects is known as research methodology, for theoretical or practical research.
- Factors in research methodology include validity, ethics and reliability of measures.
- Key data is organized into graphs and tables.
- Follow a logical flow in research:
- Formulate Research Problem, Preliminary Literature Review, Develop Research Idea, Formulate Research Problem, Theoretical Framework, Literature Review, Research Hypothesis Design, Data Collection, Data Analysis, and Interpretation Conclusion, then Publication.
SSADM (Structured Systems Analysis and Design Method)
- SSADM is a systems approach to information systems, and is a waterfall method.
- The three most important techniques in SSADM are:
- Logical Data Modelling: Identifying, modelling, and documenting data requirements, including entities and their relationships.
- Data Flow Modelling: Identifying, modelling, and documenting how data moves, also examines data stores.
- Entity Behaviour Modelling: Identifying, modelling and documenting the events that affects each entity and the sequence.
- Stages of SSADM methods involve a sequence of analysis;
- Stage 0: Feasibility Study where investigation into the project occurs. Consider Technical, Financial, Organizational, and Ethical aspects.
- Stage 1: Investigation of the Current Environment. Use interviews, questionnaires, observations, and existing documentation.
- Products, in this stage, include Users Catalog, Requirements Catalogs, Current Services Description, Current Environment logical data structure (ERD), Context Diagram (DFD), Levelled set of DFDs for current logical system and Full Data Dictionary.
- Stage 2: Business System Options when analysts develop business system options using outputs from Stage 1.
- Stage 3: Requirements Specification stage focuses on logical specification that are free from inconsistencies and requires the building of models from DFDs and ERDs.
- Stage 4: Technical System Options focuses on implementing the options in Stage 3.
- Stage 5: Logical Design that specifies main interaction methods with models for update and inquiry.
- Stage 6: Physical Design where logical specifications turn real with described hardware and software.
Additional Research Information
- Defining a research problem is the initial step, involving recognizing gaps, exploring uncertainty, and assessing implications.
- Tips for identifying a research problem include clarity, grounding in theory, relevance, a research base and potential significance.
- The research problem guides questions, objectives, methods, and outcomes.
- Research methods are tools and techniques used to gather, analyze, and interpret data.
- Qualitative research analyzes in-depth human behavior to produce non-numerical data, for observations.
- Quantitative research analyzes numerical data to test predefined hypotheses.
- Mixed-method research combines qualitative and quantitative methodologies to validate findings.
- Descriptive research uses surveys and fact-finding to describe things as they are.
- Experimental research manipulates variables to test effects, establishing cause-and-effect relationships.
- Researchers should be logical, objective, eliminate data they think supports their hypotheses, and reduce personal feelings and biases.
- Identifying a research problem involves recognizing a knowledge gap, a first important step.
- Recommendations include reviewing literature, discussions with experts, practical implications and defining the context.
- A research problem should be specific, measurable, achievable, relevant, and time-bound (SMART).
- Examples of research problems include ways to reduce waste or ways to determine contribution for stress levels.
- Writing tips include defining the gap of knowledge, clarifying questions and research significance.
- Avoid repeating what others have done, avoid too broad or value questions.
- Judgement can arise from personal experience, theory testing or professional interactions.
- One option focuses on gaps in the literature, or focus on judgement, data availability, ethics and interest.
- In research, practical judgment is used to listen in ways to children, and can also be open to listening and giving importance of data.
- OOAD stands for Object-Oriented Analysis and Design.
- OOAD uses object-oriented principles to model and design complex systems.
- A Design system organizes software as individual "objects" that have attributes and methods
- Benefits from Object-Oriented Design are greater reusability of components, time savings, and more reusability of code.
- Waterfall methodology is a structured, sequential project management approach, with phases cascading downward (requirements, design, implementation, verification and maintenance).
- Unlike a waterfall, you must resolve problems before moving on to the next issue.
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