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Peer-reviewed article · Frontiers in Education · 2026Frontiers logo
Peer-reviewed article

Sharjah Education Academy: AI thematic analysis of 9 teacher interviews, human-verified

Researchers at Sharjah Education Academy in the United Arab Emirates used Evidano to categorize interview quotes into codes and themes, then verified every allocation by hand. The method is named and described in the article’s methods section.

The study used Evidano, then published as AILYZE.

9
Teachers interviewed
3
Themes generated
2
Languages (EN & AR)
100%
Allocations human-verified

The published study

Effective early intervention strategies for supporting children with special educational needs: a case study. Original Research in Frontiers in Education, published 18 February 2026. A qualitative, interpretive single-case study of an early intervention center in the United Arab Emirates serving around 150 children aged 0 to 5, drawing on semi-structured interviews with nine purposively selected teachers. Co-authored with Sharjah City for Humanitarian Services, with ethics approval from the Academy.

How Evidano was used

The team followed Braun and Clarke’s six-phase thematic analysis. Interviews were conducted in English or Arabic, translated and transcribed verbatim, then Evidano categorized participants’ direct quotes into codes and themes. The study reports that the tool was chosen because it specializes in qualitative data and prioritizes data security, and that it preserved the original wording and did not modify the data.

How Evidano fit the workflow

  1. 1
    Researchers defined the themes

    The study reports that AI did not create or interpret themes; it only categorized quotes under themes predefined by the researchers.

  2. 2
    Evidano categorized the quotes

    Participants’ direct quotes were assigned to codes and themes, with their original wording preserved.

  3. 3
    The team verified every allocation

    Researchers manually checked each categorization, described as similar to an inter-rater agreement process, and reassigned quotes across themes where appropriate.

“AILYZE is an artificial intelligence (AI) tool used to classify data based on generated themes. It was chosen because it specializes in analyzing qualitative data and prioritizes data security.”
— From the study's methods section (the tool is now Evidano)
“The tool did not modify the data; it was instructed to categorize direct quotes (into codes and themes) exactly as provided by participants to preserve their original wording.”
— From the study's methods section
“After AI categorization, the research team manually verified all allocations to ensure accuracy, similar to an inter-rater agreement process.”
— From the study's methods section
Manual only

Sorting every participant quote into codes and themes by hand, across two languages, before any verification can begin.

With Evidano

Quotes categorized into your predefined themes fast, leaving the team free to focus on verification and interpretation.

Encrypted & private

The study reports that all data uploaded to Evidano is encrypted and inaccessible to anyone else.

Not used for AI training

Per the study, content is used solely to provide the requested service and is not utilized for training AI models.

Your themes, preserved wording

Quotes were categorized under researcher-defined themes exactly as participants said them.

About Evidano (previously AILYZE)

Evidano is AI-assisted qualitative data analysis software for interviews, focus groups, open-ended survey responses, and documents. It supports AI-assisted thematic analysis with your own or an AI-suggested codebook, transcription and translation in 100+ languages, clickable quotes and citations, and exportable visual reports. End-to-end encryption, no third-party data sharing, and your data is not used to train AI. From USD 50/month for unlimited analysis.

Run the first pass in days, not weeks

Keep the judgment with you. Let Evidano do the heavy lifting on your interviews, focus groups, open-ended responses, and documents.