Nº 1 · Project delivery · outputs · QC
From data to insight-ready.
Project delivery is more than handing over data. Every dataset, table and output we produce is accurate, structured and ready for analysis.
FMC · 01

Nº 2 · What we deliver
Data, in the format you need.
From simple raw datasets to complex structured outputs,
we make sure the data you receive is clean, organised and ready to use.
01
Excel data files
Cleaned and labelled, with derived variables, recodes and structured tabs ready for analysis.
02
CSV datasets
Lightweight, structured CSVs for direct ingestion into BI tools, scripts or warehouses.
03
SPSS data files
Variable labels, value labels and missing definitions properly applied.
04
Triple-S formats
Industry-standard exports for downstream tabulation and analysis platforms.
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Q project setup
We can also stand the project up directly in Q, so it is immediately ready for advanced analysis.
Nº 3 · Open-end coding
Verbatims, made sense of.
Open-ended responses often contain the most valuable insight in a study, but extracting that value requires careful coding and interpretation. Our in-house team and trusted coding network combine speed and nuance.
Our approach
Automated coding tools for speed and scale
Human review to ensure nuance and accuracy
Structured codeframes tailored to each study
Verbatim data organised, interpretable and ready for analysis
Nº 4 · Reporting & visualisation
Beyond raw data — decision-ready tools.
Whether you need a simple dashboard or a fully bespoke reporting environment, we are technology-agnostic and select the right tool for each project.
What our reporting environments include
Charting tools with native PowerPoint and Excel export
Crosstab tools enabling client-side data interrogation
Multi-level dynamic filtering
Hierarchical data structures
Account-based user access permissions
Secure single sign-on (SSO) where required
API integrations with data collection platforms
Nº 5 · Built for accuracy
A three-stage validation framework.
Delivery quality is protected end-to-end. Errors are caught before they ever reach your dataset.
QC · 01
Automated checks during
scripting and fieldwork
Duplicate detection, validation rules and early quality controls help prevent errors before data collection begins.
QC · 02
Active monitoring during
fieldwork
Our team reviews incoming data daily to identify anomalies or issues early — well before close of field.
QC · 03
Final data validation
Before delivery, datasets undergo structured quality checks for completeness, accuracy and logical consistency.
This layered approach ensures the data delivered to you is robust,
reliable and analysis-ready.
Nº 6 · Why Rigour
Delivery, done properly.
When the delivery process is handled properly, insights become clearer, and decisions become easier.
Our framework
Clean, structured and validated datasets
Every file passes a multi-stage QC before it leaves us.
Flexible output formats
Tailored to your workflow — Excel, CSV, SPSS, Triple-S or Q.
Advanced reporting and visualisation
Dashboards, crosstab tools and custom reporting environments.
Transparent and reliable processes
Director-led delivery with a clear field log on every project.
Insight-ready by default
Data structured to support immediate analysis and decision-making.
Nº 7 · Supporting insight at every stage
Project delivery is the final stage of research and a critical one.
We make sure your data is delivered in a format that supports analysis, reporting and confident decision-making.
Nº 8 · Frequently asked questions
Frequently asked questions.
Excel, CSV, SPSS, Triple-S and Q project files. We can also build bespoke structured outputs to match your existing analysis or reporting workflow.
Yes, using a combination of automated coding tools and human review. Codeframes are tailored to each study and delivered with structured, interpretable verbatim data.
Both. We are technology-agnostic and select the most appropriate tool for the project, whether that is a custom dashboard, an automated reporting workflow, or simple presentation-ready exports.
A three-stage validation framework covers automated checks during scripting, daily monitoring in field, and final validation before delivery — so errors are caught early and never reach your dataset.
Nº 9 · Goes further
Pair delivery with analysis.
Insight goes further when delivery is paired with sharp, analysis-ready outputs. Our data tabling and visualisation services turn structured data into clear, actionable findings.
Data Visualisation
Clear, intuitive visualisation that makes insight immediately actionable. Dashboards, custom reports and presentation outputs that highlight what matters.
Read more
Data Tabling
Structured, transparent tables built for clarity and precision. Cross-tabulations and full reporting frameworks in Excel, SPSS or your preferred format.
Read more