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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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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· 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…

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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…

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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".

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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.

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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…

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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…

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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%.

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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.

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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.

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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…

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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…

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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.

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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.

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Research Methods· 12 min read

What thesis statistics help is a student allowed to get?

Thesis statistics help is allowed when it advises you on the method and leaves the analysis, the interpretation and the writing as your own work.

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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.

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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.

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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.

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Research Methods· 18 min read

Literature review AI: which tools help, and at which step?

Literature review AI helps most when each tool is matched to the layer it serves, because a literature review that reads well is usually built in layers.

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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.

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Research Methods· 14 min read

Which qualitative data analysis software fits your thesis?

Choosing qualitative data analysis software feels like a decision about analysis, yet it is mostly a decision about housekeeping.

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Research Methods· 14 min read

Which reference management software should you use for a thesis?

The worst moment to choose a reference manager is the week your thesis is due. By then the bibliography holds a few hundred entries, half of them typed by hand, and any tool you adopt has to be taught every one of them.

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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.

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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.

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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.

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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.

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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.

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Research Methods· 9 min read

Where can you read Vietnamese doctoral theses in full?

Search this question in Vietnamese and the first page fills with document-sharing sites. The answer that regulation actually provides is duller and more reliable: your target institution is required to publish this material, and so is…

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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.

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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.

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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…

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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.

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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.

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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.

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Research Methods· 15 min read

How long does a first Scopus paper take? Plan for 9 to 18 months

Expect a first Scopus paper to take about 9 to 18 months end to end, so count backwards from your deadline. Ask a first-time Vietnamese author how long a Scopus Q1 or Q2 paper takes, and you get the wrong question.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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Research Methods· 9 min read

Do you have to pay to publish open access?

No; you do not have to pay to publish in a reputable journal: many charge no fee at all, and waivers exist for researchers in lower-income countries.

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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.

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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.

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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.

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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.

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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.

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Research Methods· 15 min read

What is a desk rejection, and how do you avoid one?

A desk rejection (or desk reject) is an editor's decision to reject a manuscript before peer review, often within days, and it is the most common way manuscripts fail.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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Research Methods· 13 min read

Which checklist for AI in medical imaging do Q1 journals expect?

Many Q1 journals ask for a reporting checklist at submission, CLAIM 2024 for AI in medical imaging or TRIPOD+AI for prediction models, alongside clinical novelty, external validation and transparent reporting.

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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.

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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%.

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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.

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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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