01 — Overview
System Overview
A centralised national platform that collects S&T performance data from all research institutions, processes it through a standardised pipeline, and produces the annual interactive dashboard and printed Status Report for evidence-based policy making.
60+
Charts & Visualisations
Purpose
Provide evidence-based intelligence for national S&T policy decisions, track institutional performance year-over-year, and benchmark Sri Lanka against SAARC and global indicators.
Platform
REDCap (Research Electronic Data Capture) web database. Annual CSV/Excel exports processed into interactive dashboard and PDF Status Report by NASTEC.
Coverage
81 S&T institutions + 16 universities across Agriculture, Health, Engineering, Environment, and Science & Technology sectors.
02 — System Flow
Data Flow Architecture
Data moves through five sequential stages — from institution-level questionnaire submission through to published dashboard and printed report.
📋
Questionnaire
8 categories
703 fields
Web-based form
81 institutions + 16 universities
→
🗄
REDCap Database
MySQL backend
Access control
CSV / Excel export
Audit trail
→
⚙️
Data Processing
Cleaning & validation
Aggregation
Indicator calculation
External data merge
→
📊
S&T Dashboard
5 interactive modules
Charts & tables
Institution filters
Year comparison
→
📄
S&T Status Report
6 report chapters
50+ visuals
Global benchmarks
PDF / Print
INPUT
STORAGE
PROCESSING
OUTPUT 1
OUTPUT 2
💡
The system ingests primary survey data from 97 institutions annually, enriches it with supplementary external data (World Bank, OECD, WIPO, NIPO, UN E-Gov, Scopus), and produces two distinct outputs: a live interactive web dashboard and a comprehensive printed Status Report.
04 — Data Analysis
Data Analysis Requirements
The processing layer applies four categories of analysis to transform raw survey responses into national-level indicators and visualisations.
| Analysis Type |
What is Computed |
Key Derived Indicators |
Output Use |
Cleaning & Validation Applied to every field before aggregation |
Remove test records; replace empty/placeholder values (" -", "N/A") with null; validate funded ≤ requested; check filled cadre ≤ approved cadre; deduplicate institution submissions |
Data completeness %; error log per institution |
Pre-processing |
Aggregation Institution → Sector → National |
Sum numeric fields (staff counts, publications, revenue) across all institutions for national totals; group by sector (Agriculture, Health, Engineering, etc.) for sectoral breakdowns; compute per-institution averages for ranking |
National totals; sector subtotals; per-institution averages |
Dashboard |
Derived Indicators Calculated ratios and rates |
Cadre fill rate = Filled ÷ Approved × 100
Female ratio = Female ÷ (Male + Female) × 100
Fund utilisation = Spent ÷ Received × 100
Publications per researcher = Total pubs ÷ research staff
SDG coverage = Active SDGs ÷ 17 × 100
Revenue per client = Total revenue ÷ clients served
|
Fill rate %; Gender ratio %; Utilisation %; Productivity ratio; SDG coverage % |
Dashboard + Report |
Cross-tabulation 2D matrices for grouped charts |
Discipline × Gender matrix; Qualification × Gender matrix; Age Band × Gender matrix; Institution × SDG goal matrix (binary); Institution × Statutory Function matrix; Institution × Constraint type matrix |
Gender-disaggregated breakdowns; SDG heatmap; constraint heatmap |
Dashboard |
Benchmarking Sri Lanka vs regional & global |
Plot Sri Lanka R&D % GDP against SAARC nations and OECD average (World Bank/OECD); researchers per million vs regional peers; scholarly publications per unit GDP (Scopus); Human Flight & Brain Drain Index vs SAARC (World Bank); E-Government Development Index trend (UN) |
Ranking vs SAARC; gap vs OECD average; trend lines 2010–2025 |
Report Chapters |
Trend Analysis Multi-year longitudinal tracking |
Year-over-year change in: total publications, new products/processes/technologies, average research funding per institute, staff turnover rate, patent applications and registrations (NIPO), revenue generated |
Trend lines; % change YoY; moving averages |
Report Chapters |
🎯
SDG Mapping: Each of the 17 SDG goal initiation text fields is checked for a non-empty value. A binary Institution × Goal presence matrix is constructed, then aggregated to identify: (a) which institutions address the most goals, and (b) which goals receive the most attention nationally.
05 — Dashboard Outputs
S&T Data Dashboard — Output Requirements
The interactive web dashboard presents processed data across 5 modules with filters by institution, sector, and survey year. Each module maps directly to questionnaire input categories.
👥
Module 1 — Human Resources
Input: Category B · External: World Bank
📊
Sectorial breakdown of scientific and non-scientific staff
Stacked Bar
📊
Distribution of staff employed in S&T institutions (by category)
Bar
📊
Approved vs filled cadre — vacancy gap per institution
Grouped Bar
🥧
Gender distribution of research staff
Donut + Bar
📊
Staff distribution by academic discipline × gender
Grouped Bar
📊
Qualification level of research staff × gender
Stacked Bar
📊
Age and gender distribution of research staff
Grouped Bar
📊
Online academic presence (Google Scholar / ResearchGate / Scopus)
Bar
📊
Training program composition (local vs foreign; by staff category)
Stacked Bar
📊
Staff recruitment and turnover (retirements vs new recruits)
Grouped Bar
📊
Perks provided to scientific staff
Bar
📈
Researchers in R&D per million (Sri Lanka trend + SAARC comparison)
Line — World Bank
📊
Human Flight & Brain Drain Index — SAARC comparison and Sri Lanka trend
Bar + Line — World Bank
🏗
Module 2 — Physical Resources
Input: Category C · External: UN E-Gov
📊
Basic infrastructure facilities by institution (labs, workshops, auditoriums, libraries)
Stacked Bar
▬
ICT & digital service adoption rate across institutions
Horizontal Bar
🔲
Digital capability matrix — institution × 6 service types
Heatmap
📈
E-Government Development Index — Sri Lanka trend
Line — UN E-Gov
📈
Online Service Index — Sri Lanka trend
Line — UN E-Gov
📋
Module 3 — S&T Activity Planning
Input: Category D
📋
Policy documents referenced in action plan preparation
Heatmap / Table
📊
BICOST IX policy recommendations referenced
Bar
📊
NRDF 10 Focus Areas — policy coverage vs active participation
Grouped Bar
📊
Collaborations with external parties (Foreign, PPP, University, Sister institutions)
Bar
🎯
SDG project initiations per institution and goal frequency
Bar + Heatmap
💰
Module 4 — Research Funding
Input: Category E · External: World Bank, OECD
📊
Distribution of funds — requested vs received vs spent per institution
Grouped Bar
📊
Funds by identified sector (Agriculture, Health, Engineering etc.)
Stacked Bar
📊
Funds received and spent by funding source (Treasury, NSF, NRC, Foreign, Private)
Grouped Bar
📊
Fund utilisation for research projects by sector
Bar
📊
Fund utilisation for science popularisation by sector
Bar
📊
Average funding (received and spent) per institute — recent years
Bar
📈
R&D expenditure as % of GDP — Sri Lanka trend (World Bank)
Line
📊
Gross Domestic Expenditure on R&D (GERD) — Sri Lanka vs OECD (OECD data)
Bar + Line
📄
Module 5 — Research Outputs
Input: Categories D, F · External: WIPO, NIPO, Scopus
📊
Research projects conducted per institute
Table / Bar
🎯
Line of Sight — intended project contributions to UN SDGs (17 goals × institutions)
Heatmap
📊
Sector-wise development of products, processes and technologies
Grouped Bar
📈
New products/processes/technologies developed per institute — trend line
Line
📊
Scientific publications produced by S&T institutions
Stacked Bar
📈
Trend line of research publications (multi-year)
Line
📊
Scholarly publications per unit GDP — regional and world comparison (Scopus)
Bar
📊
Scholarly comparison — Sri Lanka vs global and regional statistics
Bar + Line
📊
Number of patents granted by sector
Bar
📈
IP Filing & Economic Growth trend (WIPO data)
Line
📊
Barriers preventing commercialisation of products/processes
Bar
📊
Barriers in technology transfer by sector
Bar
⚙️
Services
Input: Category G
📊
Clients served by service type across institutions
Bar
📊
Revenue generated by S&T institutions
Bar
📈
Revenue generated by S&T institutions — trend
Line
⚠️
Overall Constraints
Input: Category H
▬
Constraint frequency — number of institutions citing each barrier type
Horizontal Bar
🔲
Constraint severity matrix — institution × constraint type
Heatmap
06 — Status Report
S&T Status Report — Output Structure
The annual printed and PDF report is organised into an introduction plus five main chapters, mirroring the dashboard modules and enriched with global benchmarks, trend analyses, and policy commentary.
Intro
Introduction
Sector-wise distribution of S&T institutes
Major statutory functions conducted by S&T institutions
Sector-wise distribution carrying out statutory functions
Source: Survey Category A + NASTEC institution registry
Ch 1
Human Resources
Sectorial breakdown — scientific & non-scientific staff
Distribution of staff employed in S&T institutions
Distribution of research personnel among institutions
Researchers per institute
Researchers in R&D per million (World Bank)
Gender distribution of research staff
Sector-wise gender distribution
Staff by discipline × gender
Age distribution of research staff
Education qualifications × gender
Qualification by sector
Training programs composition
Sector-wise training opportunities
Training by staff category
Brain Drain Index — SAARC comparison (World Bank)
Brain Drain Index — Sri Lanka trend (World Bank)
Recruitment & turnover by sector
Perks given to scientific staff
Source: Survey Category B · World Bank external data
Ch 2
Physical Resources
Basic infrastructure facilities
ICT facilities and services
E-Government Development Index — Sri Lanka (UN E-Gov)
Online Service Index — Sri Lanka (UN E-Gov)
Source: Survey Category C · UN E-Government Knowledgebase
Ch 3
S&T Activity Planning
Source documents for action plan preparation
BICOST IX policy recommendations referenced
NRDF 10 Focus Area interventions
Collaborations with external parties
Source: Survey Category D
Ch 4
Research Funding
Distribution of funds
Funds received and spent — by sector
Funds received and spent — by funding source
Average funding (received and spent) per institute
Fund utilisation for research projects by sector
Fund utilisation for science popularisation by sector
Average research funding per institute — recent years
Reasons for fund remains
R&D expenditure % of GDP — global (World Bank)
Gross domestic expenditure on R&D — OECD data
R&D expenditure % GDP — Sri Lanka trend (World Bank)
Source: Survey Category E · World Bank · OECD
Ch 5
Research Outputs
Research projects conducted per institute
Line of Sight — project contributions to SDGs
Sector-wise development of products, processes & technologies
New products/processes/technologies — trend line
Scientific publications by S&T institutions
Trend line of research publications
Scholarly publications per unit GDP — regional comparison (Scopus)
Sri Lanka vs global and regional scholarly statistics
Patents granted by sector
IP Filing & Economic Growth trend (WIPO)
Resident patent applications & registrations — trend (NIPO)
Non-resident patent applications & registrations — trend (NIPO)
Awards received by scientists
Products and processes commercialised
Strategies used in commercial adoption
Barriers preventing commercialisation
Technologies transferred & recommendations adopted by sector
Barriers in technology transfer by sector
Radar chart — products, processes & technologies per scientist by sector
Overall constraints experienced by institutions
Clients served with different services
Revenue generated by S&T institutes
Revenue generated — trend
Source: Survey Categories D, F, G, H · WIPO · NIPO · Scopus
📎
Note on fidelity: All chart titles listed above are taken directly from the STI Data Linking System PDF documentation. Dashboard module names and report chapter structure are the authoritative output specifications for system development.