How to Formulate A Good Research Question

rkpv2002 332 views 23 slides Jul 13, 2024
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About This Presentation

How to Formulate A Research Question


Slide Content

How To Formulate A Research Question

Project Title: Utilizing ChatGPT for Sentiment Analysis How can large language models, particularly ChatGPT, be utilized for sentiment analysis? How can the results of a sentiment analysis be useful for business development? How to use ChatGPT for sentiment analysis, considering security and privacy challenges?

Project Title: Designing conversational AI for digital healthcare in regards to accessibility What are the important factors when designing conversational AI in Swedish digital healthcare in regards to accessibility

Project Title: AI-POWERED TEXT ANALYSIS TOOL FOR SENTIMENT ANALYSIS How can an AI-powered text analysis tool be developed to accurately classify customer reviews into positive, negative or neutral sentiment categories? How can an AI-powered text analysis tool for customer review sentiment analysis be optimized and evaluated to improve accuracy and performance, and what are the key factors that affect the tool’s performance? How does Chat-GPT evaluate text-based feedback from customers with our results as input,i.a . can "Artificial General Intelligence" be adapted to solve a specific problem in the domain of this work?

Project Title: PREDICTING AVERAGE BARS IN FINANCIAL MARKET HEIKIN-ASHI CHARTS USING MACHINE LEARNING

Project Title: Stock Forecasting using Neural Network with Graphs How To identify the influence of other company stock prices on a company and use this relationship to develop models in stock price prediction

Project Title: Efficient Sentiment Analysis and Topic Modeling in NLP using Knowledge Distillation and Transfer Learning Can knowledge distillation be utilized to create a smaller (student) model while maintaining similar performance levels to the source (teacher) model? can transfer learning, using the student model, on two downstream tasks in topic modeling and sentiment analysis using semi-supervised learning maintain the performance to a level comparable with state-of-the-art NLP models?

Project Title: PREDICTING STOCK MARKET INDEX REACTIONS THROUGH ANALYSIS OF TWITTER FEEDS USING SENTIMENT ANALYSIS AND MACHINE LEARNING

Project Title: ZERO KNOWLEDGE PROOF: IMPLEMENTATION IN FINANCE

Sample Research Questions

Example Research Questions https://research.com/research/how-to-write-a-research-question Example no. 1 Bad: How does social media affect people’s behavior? Good: What effect does the daily use of YouTube have on the attention span of children aged under 16? The first research question is considered bad because of the vagueness of “social media" as a concept and the question’s lack of specificity. A good research question should be specific and focused, and its answer should be discovered through data collection and analysis. You can also hone your ability to construct well-worded and specific research questions by improving reading skills.

Example Research Questions https://research.com/research/how-to-write-a-research-question Example no. 2 Bad: Has there been an increase in childhood obesity in the US in the past 10 years? Good: How have school intervention programs and parental education levels affected the rate of childhood obesity among 1st to 6th-grade students? In the second example, the first research question is not ideal because it’s too simple, and it’s easily answerable by a “yes" or “no." The second research question is more complicated; to answer it, the researcher must collect data, perform in-depth data analysis, and form an argument that leads to further discussion.

How To Design Research Questions https://research.com/research/how-to-write-a-research-question https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175 Pick a broader topic of your interest Ensure it is a contemporary topic Brainstorm, do preliminary research, identify gaps Using gap identification, narrow down to research questions Use “FINER” criteria to find goodness of research questions. FINER: FEASIBLE, INTERESTING, NOVEL, ETHICAL, RELEVANT Use “MAPS” criteria too: Manageable, Appropriate, Potential Value and Publishable, Systematic

Research Question Problems https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175

Research Question Problems https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175

Good Research Question https://blog.wordvice.com/how-to-write-a-hypothesis-or-research-question Be clear and provide specific information so readers can easily understand the purpose. Be focused in its scope and narrow enough to be addressed in the space allowed by your paper Be relevant and concise and express your main ideas in as few words as possible, like a hypothesis. Be precise and complex enough that it does not simply answer a closed “yes or no” question, but requires an analysis of arguments and literature prior to its being considered acceptable. Be arguable or testable so that answers to the research question are open to scrutiny and specific questions and counterarguments

Research Question Types https://blog.wordvice.com/how-to-write-a-hypothesis-or-research-question Quantitative - Descriptive - Comparative - Relationship Qualitative - Contextual - Descriptive - Evaluation - Explanatory - Exploratory

A Good Research Question https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175 Details the problem statement Further describes and refines the issue under study Adds focus to the problem statement Guides data collection and analysis Sets context of research

A Good Research Question https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175 Details the problem statement Further describes and refines the issue under study Adds focus to the problem statement Guides data collection and analysis Sets context of research

Research Question Types https://blog.wordvice.com/how-to-write-a-hypothesis-or-research-question Quantitative - Descriptive - Comparative - Relationship Qualitative - Contextual - Descriptive - Evaluation - Explanatory - Exploratory

References https://blog.wordvice.com/how-to-write-a-hypothesis-or-research-question/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6322175/ https://www.scribbr.com/research-process/research-questions/ https://research.com/research/how-to-write-a-research-question https://academia.stackexchange.com/questions/3039/how-to-formulate-good-problem-statements-in-cs-research https://www.enago.com/academy/how-to-develop-good-research-question-types-examples/

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