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Qualitative material · Shared understanding

Your questions.
Your data.
A deeper understanding.

QualiWorks helps you explore unstructured data, develop answers grounded in evidence, and refine the interpretation with your expertise.

Possible applications

Different questions.
A shared need to understand.

RESEARCH

Explore your research questions

What patterns emerge from your interviews and documents—and how do they help answer your research questions?

MONITORING, EVALUATION & LEARNING

Understand change and experience

What does the evidence tell you about change, whose experiences are represented, and what can you learn for future action?

QUESTIONS WORTH EXPLORING

Make sense of any text-based material

From websites and media coverage to feedback and more—what matters, what patterns emerge, and how does it all help answer your questions?

A familiar starting point

So much information.
So little time.

01 / MATERIALInterviews
02 / MATERIALReports
03 / MATERIALWebsites

Reading, comparing, asking questions—and making sense of it all takes time.

QualiWorks · What does it offer?

Rapid. Rigorous. Yours.

01 / RAPID

Reach insights
faster.

AI helps with time-consuming analysis, giving you more room to interpret findings and learn from them.

02 / RIGOROUS

Grounded.
Traceable.

Established qualitative methods, technical checks, and expert review help keep findings grounded in the evidence.

03 / YOURS

Your expertise.
Your say.

You review, guide, and approve the analysis. Your knowledge of the context shapes the findings.

Faster analysis. Grounded insights. Guided by you.

How does it work?

QualiWorks.

Turn your material into
meaningful insights.

QUALIWORKS · SHARED ANALYSIS
FocusClarify questions and context
PrepareProtect sensitive information
CodeLabel relevant passages
Develop themesExplore patterns and differences
WriteBring the findings together
AI-assisted analysis

Review and refine together at key stages.

01 / Frame the inquiry together

Start with your questions.
Put AI to work.

Focus

What do you want to understand?

Your context

Whose experiences matter, and how might they differ?

Keep an open mind

What might you be missing?

How do women experience speaking up in meetings with local decision-makers—and what helps or gets in their way?

A fictional example from development research and MEL.

02 / Prepare material safely

Data protection starts
before analysis.

01

QualiWorks de-identifies locally

Agnes from Katari[PERSON_01] from [PLACE_01]
02

We review together

03

You give the go-ahead

AI analysis begins

03 / Systematic coding

Make sense of the details.

I learned that in the practice circle, saying it to the group before saying it outside.Women's focus group · W1 · Mbeza
icvp000601
Practice Before Public Engagement
Members consistently describe it as the point where practice became real.Partner quarterly report · WCI · Katari
icvp000304
Accompaniment To First Meetings
Do not write that I lack courage; write that the meeting time does not respect us.Women's focus group · W3 · Mbeza
icvp000603
Household And Time Constraints

Code systematically, while staying open to unexpected findings. Shown here: selected original codes from the demo.

Develop themes

See the patterns.
Keep the nuances.

Bring together
BASIC THEME

Confidence to engage decision-makers grows through a two-step mechanism: rehearsal in practice circles, then accompanied first engagements in real meetings.

Bring together
COMPANION BASIC THEME

Structural filters — meeting logistics, gatekeeping, and household economics — decide whether new confidence can become participation.

Build themes across sources, without losing sight of differences and exceptions.

Keep the evidence in view

From themes to findings—and
back to the evidence.

DRAFT FINDINGS
Findings
2

Turn themes into clear findings, with links back to the sources.

PART 2 · EVIDENCE TRAILDemo ↗
Support cards
Basic theme
Key evidence
Supporting evidence
Coded segment
W3 · Women's focus group · Mbeza · icvp000603
Do not write that I lack courage; write that the meeting time does not respect us.
Supporting
Scope notes

The corpus lacks decision-makers' own accounts; gatekeeping is documented from the participant side only.

Human-in-the-Loop · at key checkpoints

You guide the analysis.

when ready Approvedinput AI draft 3R reviewRigorous? Relevant? Responsible? Yourapproval Nextstep

Review the draft. Ask:

  • Is it supported by the evidence?
  • Does it help answer your questions?
  • Is what you study represented fairly and with care?

Dr Bernhard Ortmann is available to discuss questions and reflect on the findings with you.

Review the evidence. Add your perspective.

PART 2 · ACTIVE EVIDENCE TRAILConfidence does not automatically become participation. Meeting logistics, gatekeeping, and household economics filter…
HOW THIS PART IS SUPPORTED

Consistent negative cases from three stakeholder groups.

Explore the demo ↗

Share findings. Deepen understanding.
Decide what’s next.

Share findings

What does the evidence tell us?

Bring the findings together in a paper, report, or briefing.

Deepen understanding

What have we learned?

Compare perspectives. Explore differences and unanswered questions.

Look ahead

Where do we go from here?

Revisit assumptions and identify new questions or practical next steps.

Learning happens throughout, as you review and refine findings and bring in your knowledge and experience.

QualiWorks

What could your data
help you understand?

What questions matter to you?What material do you have?Where would you like to start?

Let’s explore how QualiWorks could help you answer your questions.

Explore the demo ↗

Rapid. Rigorous. Yours.