How to conduct a rigorous database search in 10 steps

May 11, 2026

 

 

Kate Reynolds Dan Isaak Heather Woods
Kathy Stodart Patricia McClunie-Trust
 

About the authors

Kate Reynolds, BA(Hons), MLIS, RLIANZA, is the liaison librarian at Wintec/ Te Pūkenga, Hamilton, New Zealand.

Dan Isaak, RN, PGDip, works as a staff nurse in the intensive care unit, Wellington Hospital.

Heather Woods, PGDip ILS, is the librarian and records manager at the New Zealand Nurses Organisation, Wellington.

Kathy Stodart is a journalist and production editor at Kaitiaki Nursing Research.

Patricia McClunie-Trust, RN, PhD, is a principal academic staff member at Wintec/Te Pūkenga, Hamilton.
Her correspondence address is: [email protected]


Introduction

INTERNATIONAL HEALTH DATABASES HOLD a vast array of information for nursing. But a nurse researcher cannot access and use this wealth unless they know how to conduct an advanced database search. To bring together the best quality and spread of data for a research project, a search must be rigorous, and both narrow enough to exclude what is not relevant, and wide enough to capture a spread of results to eliminate bias. The level of rigour is important if a researcher is going to make claims based on a review of the literature. For nurses studying at master’s level, there is now an increasing expectation that their academic work should include details of how they conducted their literature searches to show their understanding of the search process. Lecturers teaching postgraduate nursing students are involved in coaching emerging researchers in more advanced search skills. Librarian Kate Reynolds and nursing academic Patricia McClunie-Trust have worked with publisher representatives to develop database search strategies for postgraduate students undertaking their first in-depth evidence review. In this article they describe how to go about an advanced search, using the example of a research project being conducted by registered nurse Dan Isaak.

Evidence reviews

Clinical decision-making and the development of clinical guidelines are informed by robust summaries of evidence. These summaries are developed using various methods, such as systematic reviews, meta-analyses, and qualitative evidence synthesis (Moher et al., 2015). The process used to conduct a database search affects the overall quality of evidence synthesis (Eriksen et al., 2018) because it is important to find and synthesise all evidence that is relevant to the review question. However, there is also a need to balance a comprehensive search with inclusion and exclusion criteria that will select only those studies that are relevant (Gusenbauer & Haddaway, 2020). Minimising the risk of error and bias by following rigorous methods is what differentiates systematic reviews and evidence syntheses from other reviews of the literature (Aromataris & Munn, 2020).

The identification of evidence requires the application of the right strategy in the right search systems (Gusenbauer & Haddaway, 2020), along with a clearly defined systematic search process (Moher et al., 2015). Well-ordered approaches to literature searching, based on predefined criteria, are key to finding appropriate research as evidence for practice. Finding a balance between making a database search specific, and yet sensitive enough to find appropriate studies for inclusion in a review, can be challenging (Bramer et al., 2018). However, the search process for a systematic review should be transparent, informing the reader why certain studies were included or excluded from the review. As information specialists, librarians are important guides for researchers seeking to understand how to construct a specific search strategy across selected databases (Cooper et al., 2018). Cooper et al. note that missing relevant studies could introduce bias into the review results, including exaggerating the effect of an intervention study. However, there is some debate in the literature about the scope of literature searches, particularly in relation to qualitative reviews, where the quality of primary studies may be more important than the quantity.

The search process in published evidence reviews generally includes three phases, including developing the concepts and search process with a librarian, conducting the search across appropriate databases for the topic of the review, and finally undertaking a “hand search” of the references included in the studies selected for the review. Bramer et al. (2018) set out 10 steps to work through to create and conduct a systematic search, to underpin the three phases reported in systematic reviews. Here, we use an example of a search conducted for a meta-synthesis, using meta-ethnography as the methodological approach.

Step 1. Identify a focused question.

The search strategy builds on the review question, which should be formulated according to the type of research sought for the review. Dan Isaak, a registered nurse (RN) in the intensive care unit (ICU) at Wellington Hospital, wanted to understand more about nurses’ experiences of providing end-of-life care in the ICU. Therefore, the question for his review was simply stated as: What are registered nurses’ lived experiences of end-of-life care in the ICU?

Step 2. Distinguish the type of articles or primary research reports that can answer the question.

The aim of this review was to understand how RNs experience working with patients and families in end-of-life care situations, so Dan sought qualitative primary research that included rich participant voices sharing participants’ feelings, emotional responses and understanding of their experience, to answer his question.

Step 3. Decide which key concepts define the different
elements of the question.

The PICO format is the most common approach to framing a review question, usually structured as Population, Intervention or exposure, Comparison intervention or exposure, and the clinical Outcome or interest (Eriksen & Frandsen, 2018). However, as Munn et al. (2018) note, it is important to also consider questions that take a broader approach to what counts as evidence for evidence-based care. This review required an experiential and qualitative approach to investigate the meaningfulness of experiences related to a phenomenon of interest, so the PICo for Dan’s question was framed as Population, phenomenon of Interest, and Context.

Step 4. Identify which elements of these concepts should be used to locate the best results.

Table 1, below, sets out the PICo structure that was used to frame the search for primary qualitative research on RNs’ lived experiences of end-of-life care in the ICU.

Table 1: PICo structure
PICo Concepts Additional key words
Population Nurses Registered nurses, RNs
Phenomenon of Interest End-of-life care
Experience
Death, dying
Lived experience, attitude, perceptions, emotions, needs
Context ICU Intensive care units, acute care
Exclusion Patients, family, NICU, PICU, child, paediatric, palliative, pre 2010, quantitative

The population for this search was RNs, without any limits on gender, age, ethnicity or country of publication for primary research. The experiences of patients, families, health-care assistants or nurses with other levels of registration were excluded. The phenomenon of interest was RNs’ experiences of caring for patients in end-of-life care situations. End-of-life care was defined as holistic support provided to people and their families when death is imminent. The term “palliative care” was excluded from the search because it occurs in a different context, with a defined philosophy of care in the community. Primary research with rich participant descriptions was sought to illuminate RNs’ feelings, emotions and perceptions of end-of-life care. The context was end-of-life care for adults in the ICU, and other intensive-care contexts, such as the neonatal intensive care unit (NICU) and paediatric intensive care unit (PICU) were excluded. The inclusion timeframe for primary research was since 2010, to find studies reflecting contemporary practice.

Step 5. Choose an appropriate database to trial the search.

Database search systems need to effectively find relevant information while filtering out what is not relevant, enabling rapid identification and retrieval of records. The search methods should enable the same search to be reproduced using the same methods (Gusenbauer & Haddaway, 2020). Gusenbauer and Haddaway recommend 16 potential databases to use as the principal approach to refine the search process. PubMed and CINAHL are two of the databases listed which we recommend to our students, as they are specialised and yet multidisciplinary across the health sciences. Furthermore, their search interface supports systematic searching and enables the researcher to have a high level of control over the scope and focus of the search. CINAHL and PubMed have a controlled vocabulary to draw on to identify search terms, and the search can be developed using Boolean operators and field tags, and a range of further filters can be applied.

Steps 6-9. Document the search process, select index terms from the first database, identify synonyms from the database thesaurus or identify MeSH terms, and include variations in the spelling of search terms including abbreviations, truncations and Boolean terms.

Librarians can use their knowledge of databases, information sources and search strategies to both teach systematic search skills and help with the search itself. Librarian involvement in the search process will result in more thorough and replicable searches of a greater range of databases and information sources (Vasser et al., 2017). Librarians can assist in each of the systematic review steps, from formulating the problem to the assessment of study quality, as well as locating, selecting, and managing resources (Harris, 2005). Including information professionals, such as librarians, in a search process can result in a higher quality of evidence synthesis (Vasser et al., 2017). In this search, the librarian helped with the selection of keywords and controlled vocabulary, recommended relevant databases to search and provided advice on the formulation of search strings.

The formulation of search strings requires knowledge of a range of precision searching techniques, such as the Boolean operators AND, OR and NOT; field tags; truncation; phrase searching; and controlled vocabulary. In the search strings shown in Table 2 and Table 3 (below), AND was used to narrow the search by combining all the search terms together, while OR was used to expand the search to include a range of related keywords and to search Title, Abstract and Main Heading (controlled vocabulary). Truncation was used by searching Nurs* to include all words built on this word stem, and quotation marks were used to create phrase searches on all phrases of two or more words to search those terms as a single phrase. Controlled vocabulary terms (CINAHL subject headings) were searched separately and then combined with free text keywords to add a further level of precision to the search. Controlled vocabulary can be used to find “ ‘all and only’ on a topic”, “when you need extreme precision” and when “you need a unified approach to the different author voices” (Brown & Bell, 2018, pp. 74-75). Table 3 shows the search steps, strings and results from the search. It should be noted that the final search demonstrated in Table 3 is the result of numerous prior searches of a range of databases and search systems that were used to determine the best search terms to use. The researcher must be prepared to constantly improve and update their search as their investigations within the various databases reveal other search variations.

Table 2: CINAHL search strings
Search # Field tag Key words
1 Title
OR
Abstract
Nurs* OR “registered nurse” OR RN
2 Main heading (MH) Nurses OR “Registered Nurses” OR “Nurses, other”
3 S1 OR S2 [Remember to CLEAR search]
4 Title
OR
Abstract
“End-of-life care” OR Death OR Dying OR “Attitude to death” OR “terminally ill”
5 Main heading (MH) “Attitude to Death” OR “Terminally ill Patients” OR Death
6 S4 OR S5 [Remember to CLEAR search]
7 Title
OR
Abstract
Experience OR “Lived experience” OR “Life experience” OR attitude OR perception OR emotions
8 Main heading (MH) “life experience” OR attitude OR emotions
9 S7 OR S8 [Remember to CLEAR search]
10 Title
OR
Abstract
“Intensive care units” OR ICU
11 Main heading (MH) “Intensive care units”
12 S10 OR S11 [Remember to CLEAR search]
13 S3 AND S6 AND S9 AND S12
Filters Since 2010, remove full-text limiter (on each search, relevant to our library as we have it set as default)
NOT NICU OR PICU OR child* OR paediatric OR neonatal OR infant OR adolescent
Table 3: Search history adapted from CINAHL record, showing search strings, search limiters and results
Search # Search terms Search options Results
S1 TI (Nurs* OR “registered nurse” OR RN) OR
AB (Nurs* OR “registered nurse” OR RN)
Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(621,930)
S2 MH Nurses OR “Registered Nurses” OR “Nurses, other” Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(108,060)
S3 S1 OR S2 Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(660,044)
S4 TI (“End-of-life care” OR Death OR Dying OR “Attitude to Death” OR “Terminally ill Patients”) OR AB (“End-of-life care” OR Death OR Dying OR “Attitude to Death” OR “Terminally ill Patients”) Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(232,544)
S5 MH “Attitude to death” OR “Terminally ill Patients” OR Death Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(259,261)
S6 S4 OR S5 Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(272,275)
S7 TI (Experience OR “Lived experience” OR “Life experience” OR attitude OR perception OR emotions) OR AB (Experience OR “Lived experience” OR “Life experience” OR attitude OR perception OR emotions) Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(599,505)
S8 MH “life experience” OR attitude OR emotions Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(60,364)
S9 S7 OR S8 Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(628,752)
S10 TI (“Intensive care units” OR ICU) OR AB (“Intensive care units” OR ICU) Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(46,999)
S11 MH “Intensive care units” Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(44,208)
S12 S10 OR S11 Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(69,042)
S13 S3 AND S6 AND S9 AND S12 Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(568)
S14 S3 AND S6 AND S9 AND S12 Limiters – Published Date 20100101-20221231
Expanders – Apply equivalent subjects
Search modes – Find all my search terms
(436)

Documenting the search process provides a systematic guide to work through, and makes the search replicable – that is, able to be repeated by another researcher (Gusenbauer & Haddaway, 2020). The use of a table allows the researcher to set out their search terms and strategy to match the functions of individual databases. It also makes it easy to follow the systematic search steps, to easily see which field tags to use for each step, and the keywords are ready to be copied and pasted into a search bar. The example in Table 2 also has practical reminders to follow (in CINAHL, the researcher must remember to clear their previous search terms before combining one search with another) and also has the Boolean operators in capitals as this is required in some databases, so it is a good habit to follow. Further to this, the researcher may also like to incorporate the field tags specific to each database into the keyword search string, to allow them to copy and paste it directly into the search bar without having to also adjust drop-down menus. By structuring their search for each database in a table before conducting the search, the researcher is easily able to see the steps required by the idiosyncrasies of each database. It also makes the search easily replicable by another researcher and assists those checking the rigour of the search. Table 2 shows one way a researcher may set out their initial search strategy for each database.

Step 10. Map the individual database search strategies in a table.

Table 3 sets out a record of the search history for the search in CINAHL, showing each of the search strings, search limiters and results.

Once the search process is complete, the records found are ready to be uploaded into reference management software, such as Endnote or Zotero. The records can then be saved into an evidence synthesis management site, such as Covidence or RevMan. These sites enable streamlined screening and selection of relevant studies according to the inclusion criteria set for the review.

Conclusions

Access to the most relevant information is essential to transfer the findings of the latest research into practice. While international databases have a wealth of knowledge, finding relevant published research studies can be daunting and confusing for emerging researchers without the support of an experienced librarian. This example of an ordered and systematic advanced search process reflects the current capability of our library databases. However, this is a rapidly developing field that requires researchers to work with librarians to constantly update their knowledge and skill in conducting searches.


References

Aromataris, E., & Munn, Z. (2020). JBI systematic reviews. In E. Aromataris & Z. Munn (Eds.), JBI manual for evidence synthesis. JBI.

Bramer, W. M., De Jonge, G. B., Rethlefsen, M. L., Mast, F., & Kleijnen, J. (2018). A systematic approach to searching: An efficient and complete method to develop literature searches. Journal of the Medical Library Association: JMLA, 106(4), 531.

Brown, C. C., & Bell, S. S. (2018). Librarian’s guide to online searching (5th ed.). Libraries Unlimited.

Cooper, C., Booth, A., Varley-Campbell, J., Britten, N., & Garside, R. (2018). Defining the process to literature searching in systematic reviews: A literature review of guidance and supporting studies. BMC Medical Research Methodology, 18(1), 1-14.

Eriksen, M. B., & Frandsen, T. F. (2018). The impact of patient, intervention, comparison, outcome (PICO) as a search strategy tool on literature search quality: A systematic review. Journal of the Medical Library Association: JMLA, 106(4), 420.

Gusenbauer, M., & Haddaway, N. R. (2020). Which academic search systems are suitable for systematic reviews or meta‐analyses? Evaluating retrieval qualities of Google Scholar, PubMed, and 26 other resources. Research Synthesis Methods, 11(2), 181-217.

Harris, M. R. (2005). The librarian’s roles in the systematic review process: A case study. Journal of the Medical Library Association, 93(1), 81-87.

Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Pettcrew, M., Shekelle, P., Stewart, L. & PRISMA-P Group. (2015). Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Systematic Reviews, 4, Article 1.

Munn, Z., Stern, C., Aromataris, E., Lockwood, C., & Jordan, Z. (2018). What kind of systematic review should I conduct? A proposed typology and guidance for systematic reviewers in the medical and health sciences. BMC Medical Research Methodology, 18(5).

Vassar, M., Yerokhin, V., Sinnett, P. M., Weiher, M., Muckelrath, H., Carr, B., Varney, L., & Cook, G. (2017). Database selection in systematic reviews: An insight through clinical neurology. Health Information & Libraries Journal, 34(2), 156.

Daily doses – uncut news

23 Oct

National’s hiring freeze puts lives at risk

Last night’s warnings from doctors at Wairau Hospital that patients may die if they don’t get more staff is yet another example of the damage National’s hiring freeze has done to our health system.
23 Oct

Recognition of need to fix primary care crisis good for patients

Recognition of the need to fix the crisis in primary health care is good for patients but stops short of a much-needed overhaul of the sector, NZNO says.
20 Oct

Winners of the 2026 NZ Primary Healthcare Awards | He Tohu Mauri Ora announced

Over 600 supporters of primary care gathered at the Auckland's Viaduct Events Centre on Saturday night for a glittering gala dinner for the 2026 New Zealand Primary Healthcare Awards | He Tohu Mauri Ora.
19 Oct

Te Whatu Ora must fully staff vital Starship Children's Hospital wards

Te Whatu Ora must fully staff all wards at Starship Children's Hospital including four vital wards which are short of a total of 18 full-time nurses, NZNO says.
16 Oct

Paid placements policy will help boost nursing workforce

A policy to pay nursing students a weekly allowance while they're on clinical placements will help them graduate and boost Aotearoa New Zealand's homegrown nursing workforce, NZNO says.
5 Oct

Labour's pay rise a first step, but pay equity needs a full settlement

Tōpūtanga Tapuhi Kaitiaki o Aotearoa NZNO has welcomed Labour's promised pay rise for care and support workers as a first step. It says care and support workers now need a full settlement of their pay equity claim and a workable pay equity system for all of its members.
1 Oct

Health NZ releases first national report on serious adverse events

Health New Zealand has published its first national Serious Adverse Event Report, acknowledging the serious harm experienced by patients and whānau and outlining the improvements identified and actions underway to strengthen patient safety. The report covers serious adverse events reported in Hospital and Specialist Services between 1 July and 31 December 2025.
25 Sept

380 more health care workers at the end of winter too little too late

An announcement of 380 additional nurses, midwives and health care assistants for hospitals around the country at the end of winter is too little too late, NZNO says.
23 Sept

Auckland University research finds nurse shortages increase post-surgery deaths and complications

New research by Auckland University has found addressing nurse shortages in post-operative care may save 182 lives a year because short-staffed wards have higher rates of potentially preventable deaths and complications after their surgeries.
21 Sept

Whanganui Hospital ED averaged 680% capacity over a week

Working in an overcrowded emergency department (ED), up to 680% capacity over a week, makes staff feel overwhelmed with the pressure, Tōpūtanga Tapuhi Kaitiaki o Aotearoa NZNO says.
14 Sept

WellSouth's Newborn Enrolment Kahu Taurima Programme a finalist at the Primary Care Awards 2026

WellSouth's Newborn Enrolment Kahu Taurima Programme is a finalist at the Primary Care Awards for the HALEO Best Supplier Service, Product or Campaign category. Winners will be announced on 17 October.
14 Sept

Global Study: Nursing Shortages Require Workforce Policy Solutions, Not Recruitment Campaigns Alone

Why people choose nursing, and why they leave, comes down to the same factors. The global nursing shortage cannot be solved simply by encouraging more people to enter the profession, according to a new evidence brief.
8 Sept

Overworked, understaffed Gisborne ED staff strike

Health and safety concerns arising from unsafe staffing levels have forced nurses at Gisborne Hospital’s emergency department (ED) to go on strike.
4 Sept

Strong growth in wāhine Māori and Pacific women’s cervical screening rates highlights success of self-testing programme

Cervical screening participation has increased significantly for both wāhine Māori and Pacific women, reflecting the strong impact of self-testing, Screening Services and the dedicated efforts of health providers working alongside their communities.
4 Sept

Government must adopt Wai 2713 recommendations on disability system

The Coalition Government must urgently adopt new recommendations from the Waitangi Tribunal which has found significant parts of the disability system prejudice tāngata whaikaha Māori (Māori with disabilities), NZNO says.
31 Aug

Employing graduate nurses will help keep them in nursing and the country

A new proposal that will require Te Whatu Ora to offer all eligible graduate nurses jobs in the public health system will help keep them in nursing and in Aotearoa New Zealand, NZNO says.
26 Aug

Health Minister’s claim Winter Plan ‘managing well’ delusional

Health Minister Simeon Brown’s claim that hospitals are ‘managing well’ because of the Government’s Winter Plan is delusional, NZNO says.
25 Aug

Hospital data shows nursing shortages continue to put patients at risk

Te Whatu Ora data released today shows patients are continuing to be put at risk by the Coalition Government’s deliberate failure to safely staff hospital wards, NZNO says.
24 Aug

Fed-up North Shore ED staff declare state of emergency

NZNO members working in the emergency department (ED) at North Shore Hospital have declared a state of emergency due to unsafe staffing levels resulting in ongoing overcrowding.
19 Aug

What happened to the winter health plan?

The $25 million 2026 Winter Plan launched by Health Minister Simeon Brown in March to erase pressure on the health system has been an unmitigated disaster, Tōpūtanga Tapuhi Kaitiaki o Aotearoa NZNO says.
11 Aug

Applications open for advanced nursing education programmes

Health New Zealand is encouraging registered nurses to apply for two advanced education programmes that support nurses to further develop their clinical skills and expand access to care in communities across New Zealand.
3 Aug

Health New Zealand welcomes settlement of NZRDA collective agreement

Health New Zealand welcomes the vote by New Zealand Resident Doctors Association (NZRDA) members to settle their collective agreement.
30 Jul

Backing our frontline rural health workforce

Rural communities across New Zealand will benefit from three new investments that will support the rural health workforce and help more people access care closer to home, Associate Health Minister Matt Doocey says.
22 Jul

Te Whatu Ora must disclose staffing levels at time of tragic death

Te Whatu Ora must disclose whether the Waikato emergency department (ED) was short-staffed at the time a man tragically died in the waiting room, NZNO says.
6 Jul

Reflecting on IND 2026

Looking back on last month’s International Nurses Day 12 May 2026 (IND 2026), the impact of this year's theme "Our Nurses. Our Future. Empowered Nurses Save Lives" continues to resonate across the world. ICN’s landmark IND 2026 report defined seven key powers of nursing and this message has been strengthened with nurses in every region celebrating, naming, and owning their powers throughout May.
3 Jul

Health New Zealand acknowledges Ombudsman statement on Wakari Ward 10A

Health NZ welcomes the independent investigation by the Ministry of Health into Ward 10A. On Wednesday the Health NZ board agreed to close Wakari Ward 10a as a forensic intellectual disability (ID) unit, with the future use of the ward yet to be determined.
2 Jul

New programme to fast track bowel cancer care and cut colonoscopy waitlists

Health New Zealand is today launching a national initiative, designed to fast track bowel cancer care and reduce colonoscopy waitlists by up to 30 per cent.
1 Jul

Six new Co-Response Team locations announced to strengthen support for people in mental distress

The next six locations for Health New Zealand and NZ Police Co-Response Teams have been confirmed, expanding a model that helps people experiencing mental distress receive timely, wraparound support that better meets their health needs.
29 Jun

Mental health and addiction targets progress continues

Health New Zealand continues to make important progress against its mental health and addiction targets, meeting four out of five national targets this quarter.
25 Jun

Access to care continuing to improve across a range of health indicators

New health data released today shows continued improvement in access to care across a range of health indicators.
18 Jun

Funding "boost" continues dangerous under-funding of aged care

The Health Minister’s funding "boost" for aged residential care continues underfunding to the sector and will continue unsafe practices and short staffing, which is putting vulnerable residents at risk, NZNO says.
16 Jun

Labour to make maternity scans free

Labour will add free maternity scans to the Medicard alongside three free doctor’s visits a year, so every pregnant woman gets the care she needs.
Advertisement

Jobs