Research Methods· 12 min read
Literature review AI: which tools help, and at which step?
Direct answer: Literature review AI helps with screening and data extraction, but it cannot be trusted to supply your sources.
Read article → All topics02 · Research Methods
Methodology Guides
Quantitative, qualitative, mixed-methods, pick the approach that fits your research question, then design the sampling, instruments and analysis to match.
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Articles
When to read this topic
Methodology chapter writing, research design, qualitative vs quantitative vs mixed-methods, sampling, instruments, data collection, data analysis frameworks, ethics approval. Use this when the post is about HOW THE RESEARCH IS DONE.
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Research Methods articles
Research Methods· 14 min read
Open access fees: do you have to pay to publish a paper?
--- Direct answer: Open access fees apply only when you choose a gold or hybrid route at a journal that charges, and 14,790 of the 23,672 journals in DOAJ, about 62%, charge nothing.
Read article →Research Methods· 10 min read
Which qualitative data analysis software should you use?
--- Direct answer: Choose qualitative data analysis software by what you will actually learn to use. No study read for this guide ranks NVivo, ATLAS.ti or MAXQDA, while 73% of 355 surveyed researchers were self-taught.
Read article →Research Methods· 15 min read
Which reference management software fits a thesis?
--- Direct answer: The best reference management software for a thesis is the one that runs inside your word processor and that your university supports, not the one with the best accuracy score.
Read article →Research Methods· 12 min read
What thesis statistics help is a student allowed to get?
--- Direct answer: Thesis statistics help is allowed when it advises on method and leaves the analysis and the writing with you. The evidence shows why advice matters: Debusho et al.
Read article →Research Methods· 11 min read
Where can you read Vietnamese doctoral theses in full?
--- Direct answer: To read Vietnamese doctoral theses in full, start with the website of the university that awarded the degree, then the National Library of Vietnam database, which held 20,395 theses on 31 October 2026.
Read article →Research Methods· 17 min read
How to Avoid Desk Rejection: What Does an Editor Check?
--- Direct answer: To learn how to avoid desk rejection, follow the order in which a handling editor reads a submission: does the topic belong in this journal, were the instructions followed, is the research question clear in the abstract,…
Read article →Research Methods· 16 min read
Which Q1 checklist for medical AI studies should you use?
--- Direct answer: The right Q1 checklist for medical AI studies is the reporting checklist that matches what your paper builds. CLAIM 2024 fits AI applied to medical images, and TRIPOD+AI (27 items) fits clinical prediction models.
Read article →Research Methods· 14 min read
How long is a Scopus publishing timeline for a first paper?
--- Direct answer: The Scopus publishing timeline for a first social-science or business paper runs about 14 to 18 months from submission to publication: 6 to 11 months to acceptance, then 7 to 8 months until the article appears (Björk &…
Read article →Research Methods· 19 min read
How do you make a literature review critical, not descriptive?
You make a literature review critical by judging each source instead of reporting it: ask where its evidence comes from, whether its method fits its claim, and what it leaves out, then explain what the pattern across sources means for your…
Read article →Research Methods· 12 min read
How do you use SPSS software, from data entry to output?
Direct answer: SPSS software is IBM's program for statistical analysis. You work in two places: the Data Editor, where Variable View defines each variable and Data View holds one row per case, and the Viewer, where every table and chart…
Read article →Research Methods· 15 min read
What is Bayesian statistics, explained simply for students?
Bayesian statistics is a way of analysing data in which what you already know about a quantity is updated by what your data show. van de Schoot et al. (2021) describe it as an approach based on Bayes' theorem.
Read article →Research Methods· 12 min read
What is binary logistic regression and how do you read odds ratios?
Binary logistic regression predicts a yes-or-no outcome, such as pass or fail, from one or more predictors, and it reports each predictor's effect as an odds ratio.
Read article →Research Methods· 14 min read
What changed in Braun and Clarke's thematic analysis after 2006?
Most methods chapters that use thematic analysis cite one paper: Braun and Clarke (2006). The authors themselves no longer describe their approach the way that paper did.
Read article →Research Methods· 16 min read
How do you read a chi-square table and run a chi-square test?
A chi-square table lists critical values: you pick the row for your degrees of freedom and the column for your significance level, then compare your test statistic with the number where they meet.
Read article →Research Methods· 12 min read
What is Cox regression, and how do you use it in health science?
Cox regression, published by Cox in 1972, is a regression model for time-to-event data, such as the time from diagnosis to relapse or from surgery to death.
Read article →Research Methods· 15 min read
What are degrees of freedom in statistics, in plain English?
Degrees of freedom are the number of values in your data that are free to vary once your calculation has fixed some quantity, such as the mean.
Read article →Research Methods· 15 min read
What descriptive statistics should a dissertation report?
Descriptive statistics summarise the sample you actually collected: how many cases you have, what is typical, how spread out the values are and how the categories split.
Read article →Research Methods· 13 min read
What is the difference between descriptive and inferential statistics?
Descriptive statistics summarise the data you actually collected, while inferential statistics use that sample to draw conclusions about a wider population.
Read article →Research Methods· 13 min read
Fisher's exact test vs chi-square: which for small samples?
Fisher's exact test and the chi-square test both ask whether two categorical variables are related, but they calculate the p-value in different ways.
Read article →Research Methods· 11 min read
How do you make a frequency distribution table for your data?
Direct answer: List each value or class interval in the first column, count how many observations fall in each, and add that count as a frequency column. Then add relative and cumulative columns.
Read article →Research Methods· 12 min read
How do you run a G*Power power analysis for a t-test sample size?
Direct answer: For a G Power power analysis, open GPower, pick the t tests family, choose the t-test that matches your design, and set the analysis to "A priori".
Read article →Research Methods· 13 min read
What is grey literature and how do you find and cite it?
Grey literature is research and information produced outside commercial academic publishing, such as government reports, theses, working papers and preprints.
Read article →Research Methods· 14 min read
How do you interpret regression analysis output in SPSS, line by line?
Direct answer: Read the SPSS regression analysis output in four tables, in order. Model Summary tells you how much variance the predictors explain (R Square), the ANOVA table tests whether the model as a whole predicts the outcome, and…
Read article →Research Methods· 11 min read
How do you read a z table for the standard normal distribution?
A z table, or standard normal distribution table, turns a z-score into the share of the normal curve that lies below, above or between values.
Read article →Research Methods· 14 min read
How does hypothesis testing work, step by step, with an example?
Hypothesis testing is a structured way to ask whether your data are compatible with a default claim, usually that there is no difference or no relationship.
Read article →Research Methods· 13 min read
When should you use a Kruskal-Wallis test instead of ANOVA?
The Kruskal-Wallis test compares three or more independent groups by ranking every observation and asking whether the groups' ranks differ more than chance would allow.
Read article →Research Methods· 12 min read
What is kurtosis, and what does it say about a distribution?
Kurtosis is a number that describes the tails of a distribution: how much of the data sits far from the mean compared with a normal curve.
Read article →Research Methods· 12 min read
What do left and right skewed distributions tell you?
A skewed distribution is one whose two halves are not mirror images, because one tail stretches further than the other.
Read article →Research Methods· 13 min read
What does Levene's test tell you, and what if it is significant?
Direct answer: Levene's test checks whether two or more groups have equal variances, an assumption behind Student's t-test and classic ANOVA. A non-significant result (p above .05) means you have no evidence against equal variances.
Read article →Research Methods· 13 min read
How do you design a Likert scale questionnaire for a dissertation?
To design a Likert scale questionnaire, write several clear statements for each construct, give every statement the same labelled ordinal response options, and pilot the draft before you collect data.
Read article →Research Methods· 16 min read
What does a good literature review example look like, annotated?
A good literature review example groups published studies under ideas, compares them, judges their quality and ends by showing what is still unknown.
Read article →Research Methods· 12 min read
Literature review and systematic review: which does your thesis need?
A literature review and a systematic review both read published research, but they answer different kinds of question with very different amounts of method.
Read article →Research Methods· 17 min read
What is the Mann-Whitney U test and when should you use it?
Direct answer: The Mann-Whitney U test compares two independent groups when the outcome is ordinal or skewed, so a t-test is a poor fit. It ranks all scores together and asks whether one group tends to hold higher ranks than the other.
Read article →Research Methods· 14 min read
Which measurement of central tendency fits: mean, median or mode?
The mean suits roughly symmetrical numeric data, the median suits skewed data or ordinal scales, and the mode is the only choice for nominal categories.
Read article →Research Methods· 14 min read
Variance inflation factor: how do you check multicollinearity?
Multicollinearity means that two or more predictors in a regression carry overlapping information, so the model cannot separate their effects.
Read article →Research Methods· 13 min read
How do you read multiple linear regression output and assumptions?
Multiple linear regression predicts one continuous outcome from two or more predictors, and a dissertation chapter usually reports three things from it: how well the whole model fits, what each coefficient says once the other predictors…
Read article →Research Methods· 14 min read
How do you use a Net Promoter Score survey in research?
Direct answer: A Net Promoter Score survey asks one recommendation question on a 0 to 10 scale and reports promoters minus detractors.
Read article →Research Methods· 12 min read
Kolmogorov-Smirnov or Shapiro-Wilk: which normality test to use?
Most SPSS output for a dissertation includes a Tests of Normality table with two rows, Kolmogorov-Smirnov and Shapiro-Wilk, and students are often unsure which one to trust when the two disagree.
Read article →Research Methods· 13 min read
What is the difference between the null and alternative hypothesis?
The null hypothesis (H0) says there is no difference or no relationship in the population, and the alternative hypothesis (H1) says there is one.
Read article →Research Methods· 13 min read
What is a one-way ANOVA, and how do you report it?
A one-way ANOVA tests whether the means of three or more independent groups differ on one continuous outcome, using a single grouping factor.
Read article →Research Methods· 15 min read
How do you run and report a paired t test in APA 7?
A paired t test compares two measurements taken on the same people, such as scores before and after a module, and asks whether the average change differs from zero.
Read article →Research Methods· 12 min read
Parametric and non-parametric tests: how do you choose?
Parametric tests such as the t-test and ANOVA assume a known distribution, while non-parametric tests such as Mann-Whitney U and Kruskal-Wallis work on ranks.
Read article →Research Methods· 12 min read
What does the Pearson correlation coefficient r tell you?
The Pearson correlation coefficient, written r, summarises how closely two continuous variables move together along a straight line. Schober et al.
Read article →Research Methods· 15 min read
What does percentile mean, and how do quartiles work?
A percentile tells you where one score sits among all the scores, by counting how many fall below it. A score at the 70th percentile beats about 70% of the others, which is a different statement from scoring 70%.
Read article →Research Methods· 12 min read
Tukey or Bonferroni: which post hoc test after ANOVA?
Direct answer: Choose Tukey when you compare every pair of group means after a significant ANOVA with similar group sizes. Choose Bonferroni when you planned only a few comparisons in advance.
Read article →Research Methods· 14 min read
How do you write a research hypothesis, with examples?
A research hypothesis is a testable prediction about how two or more variables relate, written before you collect data.
Read article →Research Methods· 12 min read
How do you design semi-structured interviews for a dissertation?
You design semi-structured interviews for a dissertation by building an interview guide in five phases: check that interviews fit your question, review what is already known, draft open questions with probes, pilot the guide, and present…
Read article →Research Methods· 13 min read
What is simple linear regression and how do you report it?
Simple linear regression is a statistical method that fits a straight line through data to show how one continuous outcome changes as one predictor changes, and it is often the first inferential test in a quantitative dissertation.
Read article →Research Methods· 13 min read
What is Spearman's rank correlation and how do you interpret it?
A student plots revision hours against exam score for eight classmates and sees the points climb, but one very high value drags the line off course.
Read article →Research Methods· 12 min read
Standard deviation and variance: what does each one tell you?
Variance and standard deviation both measure how spread out a set of values is around its mean, and the standard deviation is simply the square root of the variance.
Read article →Research Methods· 14 min read
How do you read a t-distribution table and find critical values?
A t-distribution table lists the critical t values that mark where a t test becomes significant, arranged by degrees of freedom in the rows and by tail probability in the columns.
Read article →Research Methods· 16 min read
How do you run and interpret a two-way ANOVA with interactions?
To run and interpret a two-way ANOVA, check the assumptions, test the interaction first, and interpret the main effects with care, or by group, if the interaction is significant.
Read article →Research Methods· 15 min read
What are the main forms of questionnaire questions?
The main types of questionnaire questions are open, closed, rating, ranking and matrix questions. Closed questions come in several forms, such as yes/no and multiple choice.
Read article →Research Methods· 15 min read
Welch's t-test vs Student's t-test: which should you use?
Welch's t-test compares two group means without assuming the groups have equal variances, and Student's t-test does assume it.
Read article →Research Methods· 13 min read
What does statistically significant mean, and how do you report it?
A result is statistically significant when its p-value falls below the significance level you set before collecting data, usually .05.
Read article →Research Methods· 17 min read
What is the Wilcoxon signed-rank test and when should you use it?
The Wilcoxon signed-rank test compares two related sets of scores, such as before and after measurements on the same people, by ranking the size of their differences. Fiel Peres (2026) describes it for dependent groups.
Read article →Research Methods· 15 min read
Peer reviewed articles: how do you tell if an article is one?
To tell if an article is peer reviewed, work through four checks: tick the peer review limiter in your library database, look up the journal in Ulrichsweb for the refereed icon, read the journal's author instructions, and check the…
Read article →Research Methods· 15 min read
What are the main designs in mixed method research?
The main mixed methods research designs are convergent, explanatory sequential and exploratory sequential. Berkovic (n.d.) states that there are three, and Fetters et al. (2013) add four advanced frameworks built from them.
Read article →Research Methods· 18 min read
Which qualitative research methods fit your research question?
Choosing among qualitative research methods is easier once you stop asking which one is best and ask which one can answer your question.
Read article →Research Methods· 16 min read
How do you choose the right statistical test for a Q1 publication?
Choosing the right statistical test means matching one method to your research question, your data type, and your study design before you run any analysis.
Read article →Research Methods· 13 min read
How do you do a sample size calculation for a research study?
Enter your population, margin of error and confidence level, and the page gives you how many people to survey. The working is one click away.
Read article →Research Methods· 19 min read
How do you report effect size and confidence intervals in APA 7?
Type the numbers your software printed and this page writes them as one APA 7 results sentence. It sets the italics, the decimals, the zeros, the spaces and the confidence level.
Read article →Research Methods· 28 min read
Which AI and research tools help at each stage of a project?
Most lists of AI tools for research treat every tool as if it were AI and every tool as if it were equally reliable.
Read article →Research Methods· 18 min read
Can you cold email a professor yourself?
Yes, you can cold email a professor yourself. Nothing stops you, no permission is required, and the email itself takes about 20 minutes to write.
Read article →Research Methods· 14 min read
How do you write an abstract for a research paper?
The abstract is the part of your paper that most people will read, and in published research it often disagrees with the paper it summarises.
Read article →Research Methods· 15 min read
Mixed methods research vs qualitative vs quantitative: how to choose
Mixed methods research suits only questions that need both numeric and narrative data, so match qualitative, quantitative, or mixed methods to your question.
Read article →Research Methods· 11 min read
How do you write a lab report in chemistry that a marker can follow?
A student learning how to write a lab report runs a clean synthesis, gets a 78% yield, and writes it up over 6 pages. The report comes back in the credit band with one comment: too much description, not enough interpretation.
Read article →Research Methods· 11 min read
How do you write research recommendations in a paper or thesis?
Knowing how to write research recommendations matters when a supervisor returns a thesis draft with one comment against the final chapter: your recommendations are just your findings again, written as instructions.
Read article →Research Methods· 12 min read
Do you need the GMAT or GRE for a PhD?
Sometimes, and where it is required the requirement is usually absolute. What surprises applicants is not that answer but its shape.
Read article →Research Methods· 17 min read
What does a reader notice in your PhD proposal first?
Most applicants assume a PhD research proposal gets judged first on whether the idea itself is strong enough. That is not how an experienced reader actually works through the document.
Read article →Research Methods· 13 min read
What happens in each stage of a Scopus publication project?
How many working sessions does it actually take to move a study from an idea to a paper published in a Scopus-indexed journal, the database Elsevier launched in 2004 alongside Web of Science, the index tracing back to the Science Citation…
Read article →Research Methods· 16 min read
How to write a journal cover letter to the editor (with template)
A journal cover letter to the editor is a note of 1 page, typically three to four short paragraphs, that frames your manuscript's fit, novelty, and ethics before an editor decides on peer review.
Read article →Research Methods· 14 min read
How do you write the discussion chapter of a dissertation?
The discussion chapter of a dissertation is where you interpret your findings, argue what they mean, and show examiners your contribution to knowledge.
Read article →Research Methods· 13 min read
Braun and Clarke thematic analysis: how do you do it?
Braun and Clarke thematic analysis is a six-phase method for identifying patterns of meaning in qualitative data such as interviews.
Read article →Research Methods· 14 min read
How do you submit a paper to an academic journal for publication?
To submit a paper to an academic journal, you choose a journal, format the manuscript to its guidelines, assemble a cover letter and declarations, submit through an editorial system, then manage the decision.
Read article →Research Methods· 14 min read
Should you publish in a conference or a journal first?
A conference paper and a journal article are different tools, not competing goals, and the right first venue depends on your research field and your aim.
Read article →Research Methods· 13 min read
How do you make an AI health study reproducible for a Q1 journal?
An AI health study is reproducible when an independent team can rerun your code on the stated data and reach the same results you reported.
Read article →Research Methods· 13 min read
How to write the introduction section of a research paper
The introduction section of a research paper has three parts: the problem, the existing solutions and the gap, ending in a clear research question, aim or hypothesis.
Read article →Research Methods· 14 min read
How do you write the methods section of a research paper?
The methods section of a research paper explains what you did and why, in enough detail that another researcher could reproduce your study.
Read article →Research Methods· 14 min read
How do you write the results section of a research paper?
The results section of a research paper reports your findings objectively and without interpretation, using text, tables, and figures together.
Read article →Research Methods· 13 min read
How long does peer review take for a Scopus journal?
Peer review for a Scopus journal usually takes two to four months from submission to first decision, but the exact time varies widely by field and journal.
Read article →Research Methods· 13 min read
Conceptual vs theoretical framework: what is the difference?
The difference between a conceptual and a theoretical framework is that one applies a named theory and the other maps your own concepts.
Read article →Research Methods· 12 min read
Who qualifies as an author on a scientific research paper? ICMJE rules
You qualify as an author on a scientific research paper only if you meet all four ICMJE authorship criteria, not merely because you funded, supervised, or collected data.
Read article →Research Methods· 11 min read
How do you keep your research paper from being retracted?
A paper gets retracted when its findings can no longer be trusted, and most causes are integrity mistakes you can prevent before you submit.
Read article →Research Methods· 13 min read
How do you write a dissertation abstract?
A dissertation abstract is a short, stand-alone summary that states your study's aim, methods, key findings, and contribution to knowledge.
Read article →Research Methods· 10 min read
Which reporting guideline does your study need?
A reporting guideline is a checklist of what your paper must include and using the right one for your study type is now expected at most good journals.
Read article →Research Methods· 8 min read
How do you get your published research read and cited?
A paper's reach depends on more than the journal: preprints, a researcher profile, self-archiving, and sharing decide how many people read and cite it.
Read article →Research Methods· 13 min read
How to write a dissertation conclusion in 5 moves
To write a dissertation conclusion, work through five moves in order: purpose, findings and contribution, limits, implications, then future research.
Read article →Research Methods· 13 min read
AI tools for systematic review screening: how do you use them?
The main AI tools for systematic review screening are Rayyan and ASReview, which rank titles and abstracts so you read the most relevant studies first.
Read article →Research Methods· 15 min read
How do you write a dissertation introduction?
A dissertation introduction is the opening chapter that defines your research problem, states your aims, and shows examiners why the study matters.
Read article →Research Methods· 18 min read
What is a research gap, and how do you identify one for a paper?
A research gap is a specific, unresolved question your field has not yet answered, and finding a genuine one is the foundation of any publishable study.
Read article →Research Methods· 14 min read
How do you write a PhD research proposal?
A PhD research proposal sets out your research question, your method, and a realistic timeline that convinces a supervisor the project is feasible.
Read article →Research Methods· 14 min read
How do you respond to a major revision from a Scopus journal?
A major revision from a Scopus journal means the editor will likely publish your paper once you address every reviewer concern in full.
Read article →Research Methods· 15 min read
How do you write the discussion section of a research paper?
The discussion section of a research paper is where you interpret your findings, what they mean, why they matter, and how they fit prior work. It is interpretation and argument, not a place to repeat your results.
Read article →Research Methods· 13 min read
How to conduct a meta-analysis as a first-time researcher
To conduct a meta-analysis, frame one question with PICO, register a protocol, extract data and choose an effect size, pick a model, measure heterogeneity, then check publication bias and report.
Read article →Research Methods· 13 min read
How do you use AI ethically in your literature review?
Using AI ethically in your literature review means using it as a search and screening assistant, never as a source of citations you do not verify.
Read article →Research Methods· 13 min read
How do you avoid predatory journals when publishing your research?
A predatory journal takes your fee, skips real peer review, and can trap your paper, and for Vietnamese researchers it can damage a whole career.
Read article →Research Methods· 11 min read
How do you design a PRISMA systematic review in health sciences?
A PRISMA systematic review answers one focused health-sciences question by finding, appraising, and synthesising every relevant study with a reproducible method.
Read article →Research Methods· 12 min read
How do you find and choose the right Scopus journal for your paper?
To find a Scopus journal that fits, match your paper to a journal by scope, citation fit, and realistic acceptance odds before you ever submit.
Read article →Research Methods· 12 min read
What is the difference between Q1 and Q2 journals?
The difference between Q1 and Q2 journals is rank: within a Scopus subject category, Q1 is the top 25% by citation impact and Q2 the next 25%.
Read article →Research Methods· 12 min read
How do you respond to reviewer comments on a Scopus journal submission?
Responding to reviewer comments on a Scopus submission means answering every point in a structured letter, fixing what you agree with and defending the rest. Do it with evidence and courtesy.
Read article →Research Methods· 16 min read
How does a Vietnamese researcher publish in Scopus Q1 and Q2 journals?
Publishing in Scopus Q1 or Q2 journals is the single hardest milestone for a Vietnamese researcher's first international submission and the one with the highest career payoff.
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