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Education

Scholarly resources for study and research in various aspects of education

Overview

Getting Started

This guide goes over the key elements used in many types of knowledge synthesis work such as systematic reviews and scoping reviews. To learn about certain specific methodologies, search in the following reference sources:

While knowledge synthesis methodologies include many stages, this guide primarily focuses on how to perform the database literature search, with a general alignment with the JBI Manual and PRISMA 2020.

Steps in the literature search:

  1. Generating Keywords
  2. Selecting Databases
  3. Performing the Search
  4. Downloading Results

If you need help with any step in this process, talk to your subject librarian.

Step 1: Generating Keywords

Selecting Keywords Overview

Databases operate on keyword searching. These keywords direct the database to provide results that match the search. Unlike natural language searching (like Google), databases will only search for the words that are entered. They will not automatically use machine learning to also search for similar words. 

Keeping track of these keywords is important for knowledge synthesis searching. Researchers will need to list the keywords they used when writing the methodology section of their article. This process allows other researchers to replicate the search.

Knowledge synthesis searches are comprehensive, so researchers should select keywords that retrieve relevant research while understanding that searches may not be able to only produce relevant results.

Use conducting guidelines to determine what is needed for the research type. [ATTENTION: Conducting guidelines may recommend use of subject terms in addition to keywords. If subject terms are new to you, reach out to the appropriate subject librarian for your research topic.]

Keyword Considerations

Authors of scholarly works may use various words to write about the same topic. Researchers need to be aware of this as they develop their searches. Some considerations include:

  • abbreviations
    • asd v autism spectrum disorder
  • linguistic differences across regions
    • school principal (US) v school headmaster (UK)
  • concepts that have changed over time
    • social impact v corporate social responsibility

Managing Key terms

One way researchers organize key terms is through a table. By listing the core concepts as table headers and other terms in cells, researchers can quickly review what is missing. These key terms should evolve as the researcher looks at terms found abstracts or other parts of relevant articles.

Step 2: Selecting Databases

Which Databases to Use

For systematic literature searching, researchers should use multiple database to ensure comprehensive coverage of the topic and to minimize bias. The number of databases needed depends on the research question and the review type. More databases should be searched for more comprehensive reviews.

When selecting databases, a researcher should use their expertise of academic publishing to determine which information is relevant. If a researcher knows that a certain set of journals often publish on their topic, they should consider databases that index those journals.

Researchers should review databases relevant to their research question by using the the Mason Libraries' Database page as a starting place. For more guidance on selecting relevant databases, reach out to the appropriate subject librarian.

Common Databases for Knowledge Synthesis Projects in Social Sciences

Open Access Searching

Some research criteria includes a necessity to locate broad, global scholarly work. In these cases, a researcher may need to review various open access journals for articles. Reach out to a subject librarian in the related field for help in determining if OA journals are relevant to the research question and where to locate these resources.

Resources for Locating OA articles:

Grey Literature searching

Grey literature searching is often recommended by may not be required for every type of knowledge synthesis review. As the review becomes closer to a true systematic review or meta-analysis, then it is more likely that a grey literature search is required. Review conducting guidelines or reach out to your subject librarian for additional guidance.

Not all research is published in scholarly journals. This type of literature is known as grey literature. Examples of grey literature include dissertations and policy reports. These are not peer-reviewed work, but they can be important to academic literature. Based on the research topic and level of review type, the inclusion of grey literature may be important to ensure a comprehensive literature search. To evaluated grey literature, consider using the AACODS checklist by Jess Tyndall.

 

Selected Grey Literature Databases

Preprint Searching

Preprints are a specific type of grey literature. Researchers should determine if these are relevant to their field and if they are necessary based on conducting guidelines.

Preprints are versions of research manuscripts that are sometimes shared before peer-review publication. This can help researchers share their studies more quickly. As these have not gone through peer-review, additional evaluation may be necessary.

Databases for locating preprints:

Step 3: Performing the Search

Performing the Search

Subject Terms

In addition to keywords, researchers should attempt to use subject terms. A subject term, also known as a subject heading, is a form of controlled vocabulary used to describe a resource. Subject terms are not always the same across databases and disciplines. For researchers new to using subject terms, they should reach out to their subject librarian for support.

Database searching

After developing keywords and selecting databases, researchers need to begin searching for the results. Using Boolean logic, researchers combine their concepts to locate results.

Often, for this type of searching, researchers limit their search to the title, abstract, and author-generated keywords in addition to including relevant subject terms. This strategy helps researchers to locate the most relevant resources.

During this step, researchers should read their selected databases' help guides for assistance on selecting appropriate limiters.

Some databases use different Boolean operators and advanced search strategies may be necessary. Ask a subject librarian for help with Boolean searching. 

Remember that a lot of the work will be completed after the searching. Database filters are not always accurate and should often be avoided.

Translating Searches

After creating a search for a specific database, a researcher may need to adjust that search for other databases. This is called translating the search. Researchers should adjust subject terms to match those used in the new database. These changes may be small or may involve adjusting large portions of the search.

[IMPORTANT: Make sure to note down exactly what search is used in which database. This is important for reporting.]

Grey Literature Searching

Long search strings may not be feasible for searching in grey literature sources. A simplified search strategy using a few keywords is recommended for grey literature searching.

Hand searching and Citation Analysis

As systematic reviews are intended to be thorough, researchers may also need to perform individual journal searching and citation analysis. This is more common for more thorough reviews like systematic reviews and meta-analyses.

Hand Searching is the process of manually reviewing the table of contents within individual key journals within a field. Researchers should stick to research published within their specified time frame.

Citation Analysis is the process of reviewing article references and looking at articles that cite the original article. This step is traditionally only used for articles remaining after the full-text review stage of a knowledge synthesis project. Web of Science can be used for citation analysis by searching for key articles then using built-in citation tracking features.

Replication Matters

As with other research methodologies, researchers should carefully record their searches. When the final search string and set of databases are selected, researchers should make sure to include them in the research notes so that other researchers can replicate the search in the future.

Step 4: Downloading Results

For information about database download limits, contact the Data and Digital Scholarship services at datahelp@gmu.edu.

How to Download

An aspect of a systematic knowledge synthesis methodologies in the Social Sciences is reviewing the research to see what meets pre-selected criteria. This process is often done by downloading all results from a search then reviewing them externally. Each database will have a different strategy for downloading results.

Often, Googling the name of the database along with "bulk export" will provide results to the database's bulk download support page. Sometimes this process requires the researcher to create their own account through the database. Carleton University Libraries has put together a helpful guide on bulk downloads.

Download Limits

Some databases have limits on the number of articles to download. For a systematic literature review, these limits are often much higher than should be expected for a properly developed search.

Software for Managing Downloads and Screening

Many online tools offer support with managing search results. George Mason does not currently provide institutional subscriptions for any of these tools.

[ATTENTION: George Mason University Libraries does not currently offer in-house support for these screening tools.]