Fresh Eye Foundation · India

The Central Nervous System of Education Intelligence

CatalystBox is a national feedback and intelligence infrastructure that makes student voice measurable, visible, and actionable — across schools, districts, states, and the nation.

🏫
1.5M
Schools across India
MARKET
👩‍🎓
250M
Students to empower
REACH
📊
0
Structured feedback systems today
THE GAP
🔒100% Anonymous Feedback
🪪No Login Required
🧬Zero Personal Identifiers Stored
🔐Encrypted · Aggregated Reporting Only
The Problem

A Nation's Education System
Flying Blind

The education ecosystem suffers from a severe feedback gap. Students face systemic issues daily — but have no safe, structured way to be heard.

"Systemic issues remain hidden. Reforms are slow. Student well-being is often ignored — not out of neglect, but because no one built the infrastructure to listen."

Schools lack systematic feedback infrastructure. Education boards lack ground-level insight. Without data, policy decisions are made in the dark.

Bullying & HarassmentStudents rarely report incidents due to fear of retaliation or lack of safe channels.
Instructional SupportNo structured mechanism for students to request the specific help and resources they need to thrive.
Mental Health CrisisAcademic pressure builds silently with no early detection system in place.
Infrastructure GapsPhysical environment issues go untracked and unresolved across institutions.
Policy Made in the DarkEducation boards make decisions without granular, ground-level data.
The Platform

A Standardized
Feedback Infrastructure

CatalystBox deploys six interconnected components that transform raw student voice into structured national education intelligence.

01🔒

Anonymous Feedback System

No login required. No personal identifiers. QR code access with multilingual support — ensuring every student can speak freely and safely.

02📊

School Analytics Dashboard

Each school sees its happiness scores, teaching quality, bullying reports, and infrastructure complaints — with city, state, and national benchmarks.

03🏆

CatalystBox Index

A national ranking system measuring school performance across three core parameters — creating accountability and healthy competition.

04🧠

Education Intelligence Platform

AI-powered trend detection identifies rising incidents and declining satisfaction before they become systemic crises, with NLP sentiment analysis.

05⚙️

AI Consultant Layer

Based on data insights, schools receive tailored AI tool recommendations — from attendance predictors to lesson plan generators and discipline monitoring.

06🤖

AI Solutions Add-on Layer

Custom-built AI tools — attendance predictors, lesson plan generators, homework helpers, timetable optimisers — deployed directly into school operations.

CatalystBox Index

National School
Performance Ranking

A composite score built from three core dimensions of school health — making performance visible, comparable, and improvable for every institution.

Student Engagement Index (SEI)
Teacher Effectiveness Index (TEI)
Parent/Peer Trust Index (PTI)
78.4
Sample CatalystBox Score
Student Engagement Index85 / 100
Teacher Effectiveness Index78 / 100
Parent/Peer Trust Index72 / 100
National PercentileTop 18%
How It Works

From Classroom to
National Intelligence

01

Scan QR Code

Students, teachers, or parents scan a school-specific QR code — no app, no login needed.

02

Select & Submit

Choose a feedback category and submit anonymously in any supported language.

03

AI Processing

NLP and ML models analyse sentiment, detect structural trends, and flag crucial issues aggregated over the academic cycle.

04

School Dashboard

School admins see actionable insights, scores, and benchmarks against city and national averages.

05

Policy Intelligence

Boards and policymakers access aggregated, anonymised intelligence for evidence-based reform.

Business Model

Built to Scale.
Designed for Impact.

CatalystBox is built as sustainable public infrastructure for education — with multiple value streams that serve schools, boards, researchers, and the broader education ecosystem.

📑

Education Insight Reports

Aggregated intelligence sold to NGOs, policy institutes, CSR programs, and think tanks making decisions about India's education.

NGO · POLICY · CSR
💡

Board Partnership Program

CatalystBox partners with education boards to deploy intelligence infrastructure across all affiliated schools — creating system-wide adoption and impact at scale.

BOARDS · PARTNERSHIPS
🤖

AI Solutions for Schools

Schools partner with CatalystBox for custom AI tool implementation — attendance, lesson planning, timetable optimisation, and more.

SCHOOLS · BOARDS
🔬

Institutional Research Data

Universities and research institutions access anonymised, aggregated datasets for academic studies on education across India.

RESEARCH · ACADEMIA
Scaling Strategy

Board by Board.
Until It's National Infrastructure.

Phase 1

Pilot Phase

Launch an initial pilot with 10 select schools to establish operational baselines, refine the CatalystBox infrastructure, and validate structural insights.

INITIAL PILOT · RESEARCH
Phase 2

Multi-Board Expansion

Systematically pitch additional state and district boards. Each new partnership multiplies school coverage exponentially. Launch the CatalystBox Index for inter-board benchmarking.

MULTI-BOARD · INDEX
Phase 3

State-Level Intelligence

Become the authoritative source of education intelligence at state level. Deploy AI tools across partner schools. Onboard research partners and institutional buyers.

STATE · AI TOOLS · RESEARCH
Phase 4

Embedded in Annual Board Fees

CatalystBox becomes a standard line item in annual board fees — creating universal adoption, stable recurring funding, and a self-reinforcing data network.

EMBEDDED · RECURRING
Phase 5

National Infrastructure

Nationwide adoption across all major education boards. CatalystBox becomes the central nervous system of education feedback in India — then expands globally.

NATIONAL · GLOBAL
Fresh Eye Foundation

Build the Future of
Indian Education

CatalystBox is not merely a startup — it is public digital infrastructure for education. Like Nielsen for media, like Glassdoor for workplaces, CatalystBox becomes the trusted voice of students across a nation.

A product of Fresh Eye Foundation
Aligned with NEP 2020 · Student Voice · Holistic Education · Data-Driven Policy
AI Solutions Partnership

Partner With Us to
Build Smarter Schools

Schools that join the CatalystBox network unlock access to a growing suite of purpose-built AI tools — designed around real feedback data from real classrooms.

AI · 01📅

AI Attendance Predictor

Identify at-risk students early with AI models that detect absenteeism patterns before they become chronic dropout risks.

AI · 02📝

AI Lesson Plan Generator

Help teachers create curriculum-aligned, differentiated lesson plans in minutes — freeing time for what matters most: teaching.

AI · 03📚

AI Homework Helper

A safe, school-approved academic support tool that guides students through problems with hints and explanations, not just answers.

AI · 04🗓️

AI Timetable Optimiser

Automatically generate conflict-free, resource-optimised timetables — eliminating weeks of manual scheduling effort.

AI · 05🛡️

AI Discipline Monitor

Detect early behavioural patterns flagged anonymously through CatalystBox feedback and recommend timely, evidence-based interventions.

PARTNER🤝

Build Together

Have a specific need? CatalystBox partners with schools and boards to co-develop custom AI solutions grounded in your own feedback data.

Fresh Eye Foundation

We're Building India's Education Conscience

CatalystBox was born from a simple observation: India has 1.5 million schools and 250 million students — but no structured way for any of them to be heard.

We're changing that. Not as a technology product, but as public infrastructure for a more accountable, more responsive education system.

Mission

Make Student Voice Actionable

Across India's education system, critical issues go undetected. Bullying is underreported. Teaching quality is untracked. Mental health stress builds silently.

Not because no one cares — but because no one ever built the infrastructure to listen at scale. CatalystBox is that infrastructure.

🔒

Trust Through Anonymity

Students speak freely only when they know they're safe. Every submission is completely anonymous — structurally guaranteed, not just promised.

📊

Data-Driven Reform

Turning individual voices into aggregate intelligence that informs policy decisions at district, state, and national level.

⚖️

Independent & Neutral

Governed by an independent advisory board — committed to being neutral infrastructure, never a political or commercial tool.

🌍

Designed for Scale

Built to operate across every type of school — government, aided, private — in every language, in every state.

The Organization
FEF

Fresh Eye Foundation

Independent Non-Profit Organization

Fresh Eye Foundation built CatalystBox with a clear-eyed conviction: the biggest problem in Indian education isn't the absence of solutions — it's the absence of structured, reliable data to understand what the actual problems are.

"CatalystBox is not merely a startup. It is public digital infrastructure. Like Nielsen for media, like Glassdoor for workplaces — CatalystBox becomes the trusted, independent voice of students across a nation."

We exist to build tools that give the education ecosystem a clearer, more honest view of itself — and the data to act on it.

Governance

Independent. Credible. Neutral.

CatalystBox is governed by an independent advisory board to ensure it remains trustworthy infrastructure — never a tool for surveillance, politics, or commercial exploitation.

🎓

Educators

Experienced school leaders who ensure the platform reflects classroom realities.

🧠

Psychologists

Child and adolescent psychologists who guide safe, ethical feedback design.

📜

Policy Experts

Education policy specialists who connect insights to actionable reforms.

🛡️

Child Safety Specialists

Advocates who ensure anonymity, data protection, and student safety.

The Platform

See CatalystBox in Action

Experience how student feedback seamlessly transforms into actionable intelligence for school leaders.

Bring it to your school

Experience CatalystBox
at Your School

Whether you want to implement the comprehensive CatalystBox feedback infrastructure or deploy our custom AI solutions, we partner directly with schools, administrators, and boards.

  • Deploy verifiable, anonymous student feedback systems.
  • Integrate purpose-built AI solutions for your operations.
CB
Delhi Public School, Sector 45
Academic Year 2024–25 · Updated just now
LIVE
March 2025
CatalystBox Score
78.4
National Top 18%
Student Happiness
82
↑ +4 this month
Teaching Quality
76
↓ –2 this month
Academic Pressure
68
⚠ Monitor closely
Parent Engagement
71
→ Stable
Feedback Volume — Last 6 MonthsTREND
Oct
Nov
Dec
Jan
Feb
Mar
Flagged CategoriesTHIS MONTH
Academic Pressure
24
Bullying Reports
7
Infrastructure
12
Teaching Quality
5
vs. City Average
78.4
+6.2 ↑
vs. State Average
78.4
+9.1 ↑
vs. National Average
78.4
+11.4 ↑

SAMPLE DASHBOARD · DATA IS ILLUSTRATIVE ONLY

Vision

A Model That Has Worked Before

CatalystBox follows the blueprint of institutions that became indispensable by making invisible things measurable.

COMPARABLE MODEL · MEDIA

Nielsen

Nielsen became indispensable to the media industry by creating neutral, trusted audience measurement infrastructure. Before Nielsen, media decisions were made on intuition. CatalystBox does the same for education.

COMPARABLE MODEL · WORKPLACE

Glassdoor

Glassdoor transformed workplace transparency by giving employees an anonymous, structured voice. It became the most trusted signal of organisational health. CatalystBox does this for schools — at national scale.

Support

Frequently Asked Questions

Everything schools, boards, and partners commonly ask about CatalystBox — answered honestly and clearly.

Categories

General Questions

CatalystBox is a national education feedback and intelligence infrastructure built for India. It gives students, teachers, and parents a safe, anonymous channel to share their experiences — and turns that feedback into structured insights for schools, education boards, and policymakers.

Think of it as the central nervous system of education feedback — making student voice measurable, visible, and actionable at every level.

CatalystBox serves the entire education ecosystem. Students, teachers, and parents are the primary voices. School administrators and education boards use the analytics dashboards. Policymakers, NGOs, researchers, and CSR foundations use the intelligence reports to make informed decisions.

Yes. CatalystBox directly supports NEP 2020 principles — including student voice, holistic education, mental health focus, and data-driven policy making. It provides the feedback infrastructure that NEP 2020's vision requires but which currently does not exist in a structured form.

✓ NEP 2020 Aligned

No special hardware is required. CatalystBox works through QR codes and mobile web — students simply scan a code and submit feedback on any smartphone. School administrators access dashboards through a standard web browser. No app downloads, no installations.

Privacy & Safety

Yes — completely. CatalystBox is designed from the ground up for anonymity. No login is required, no personal identifiers are collected, and responses are not linked to any device in a way that can identify an individual. Only aggregated, anonymised data is ever shown in dashboards.

Even school administrators cannot trace a response back to a specific student, teacher, or parent. This is a structural guarantee, not a policy promise.

🔒 No Personal Identifiers Collected

CatalystBox stores anonymised feedback responses, the school identifier, the feedback category, and timestamps for trend analysis. It does not store names, phone numbers, email addresses, photos, or any information that could identify a respondent.

This is architecturally prevented. Individual responses are never surfaced in dashboards — schools only see aggregate scores and trends. There is no way for administrators, teachers, or anyone else to associate a specific response with a specific person.

Never. Individual or identifiable data is not shared with any third party. Aggregated, anonymised insights may be made available to researchers and policy institutes — but these contain no information traceable back to any individual.

Feedback System

Each school receives a unique QR code. Students scan it with any smartphone — no app needed — and are taken to a simple, mobile-friendly form. They select a feedback category, answer a few questions, and submit anonymously. The entire process takes under two minutes.

📱 Any Smartphone · No App · Multilingual

CatalystBox covers bullying and harassment, teaching quality, mental health and academic pressure, infrastructure and facilities, general school environment, and parent engagement. Schools can also request additional categories specific to their context.

Yes. CatalystBox is designed for the entire school community. Parents have forms focused on communication and transparency. Teachers can share professional feedback about working conditions and resources. All responses remain equally anonymous.

Each school has a unique QR code and submission token. The system uses IP clustering and device-level signals to limit duplicates and detect anomalous patterns. The AI layer also flags statistically unusual spikes for review — ensuring data integrity without compromising anonymity.

Dashboard & Data

Each school receives a live analytics dashboard showing their CatalystBox Score, student happiness index, teaching quality rating, bullying incident trends, infrastructure complaints, and academic pressure indicators — all benchmarked against city, state, and national averages.

📊 Live · Benchmarked · Actionable

The CatalystBox Index is a composite school performance score built structurally from three core indices: Student Engagement (SEI), Teacher Effectiveness (TEI), and Parent/Peer Trust (PTI). It allows schools to track core improvement dimensions internally and compare systematically.

CatalystBox feedback and reporting are designed around the academic cycle. Dashboard metrics and AI-flagged alerts are aggregated and processed annually to provide comprehensive, systemic insights aligned with the school year. School administrators and boards receive their structured intelligence reports on a yearly cadence.

Yes. Education boards have access to an aggregated board-level view showing performance trends across all affiliated schools. This gives boards powerful ground-level intelligence for policy decisions and targeted interventions.

AI Solutions

CatalystBox offers a growing suite of AI tools purpose-built for schools: an AI Attendance Predictor, AI Lesson Plan Generator, AI Homework Helper, AI Timetable Optimiser, and an AI Discipline Monitor that uses feedback patterns to recommend early interventions.

Schools can also partner with us to co-develop custom AI tools based on their specific needs and their own data.

The AI tools are a separate layer that schools can opt into. The feedback and intelligence platform is the core of CatalystBox. AI tools are offered as an additional partnership for schools that want to go further — using CatalystBox insights to actively improve operations.

No. CatalystBox handles implementation, training, and ongoing support. School staff interact with simple, intuitive interfaces designed for educators — not engineers. Our team works closely with each school to ensure smooth onboarding.

✓ Full Implementation Support Included
Partnership

The simplest way is to reach out through our Contact page or fill in our Partner With Us form. We'll schedule a conversation to understand your context, walk you through what CatalystBox looks like for your institution, and outline next steps.

→ Start at our Contact page

Absolutely. CatalystBox is designed to serve all schools — government, aided, and private. Government schools, which often lack formal feedback mechanisms entirely, stand to benefit the most. CatalystBox can be deployed across an entire government board's school network through a single partnership agreement.

CatalystBox maintains an independent advisory board comprising educators, psychologists, child safety specialists, and policy experts. This board oversees data governance and ethical guidelines — ensuring CatalystBox remains a neutral, credible infrastructure, not a commercial surveillance tool.

Yes. NGOs, CSR foundations, and research institutions can partner with CatalystBox to access aggregated education intelligence reports, fund deployment in underserved school networks, or co-design impact measurement programs. Reach out to explore what a partnership might look like.

Still have questions?

Our team is happy to walk you through anything — whether you're a school principal, board official, NGO, or researcher.

Get In Touch

Let's Build Something That Matters

Whether you're a school principal, board official, NGO, or researcher — we'd love to hear from you. Every conversation starts with a simple hello.

Direct Contact
✉️
Email
hello@catalystbox.in

For all partnership enquiries, board proposals, and general questions. We respond within 48 hours.

🏢
Organisation
Fresh Eye Foundation

CatalystBox is a product of Fresh Eye Foundation, an independent organisation focused on building transparent, data-driven tools for India's education ecosystem.

Who Should Reach Out
SCHOOL
School Principals & AdministratorsWant to bring CatalystBox to your school? Let's talk.
BOARD
Education Boards & OfficialsInterested in a board-wide partnership? We'll put together a tailored proposal.
NGO / CSR
NGOs, Foundations & CSR TeamsLooking to fund CatalystBox deployment or access education intelligence?
RESEARCH
Researchers & AcademicsInterested in anonymised education datasets? Reach out to discuss scope.
OTHER
Media, Press & OthersFor press enquiries or any other reason — use the form and we'll get back to you.

Looking to partner with CatalystBox?Fill in our dedicated Partner With Us form and our team will reach out with a tailored proposal for your school or board.

Send Us a Message
Fill in the form below — our team will get back to you within 48 hours on working days.

Have a quick question? Many common queries about how CatalystBox works, our privacy model, and partnership process are already answered in our FAQ section.

Your Voice.
Always Anonymous.

This policy explains how CatalystBox handles the data of every student, teacher, parent, and visitor who interacts with our platform. Our foundational commitment is absolute: we will never collect, store, or use information that could identify you as an individual.

🔒 100% Anonymous Feedback 🪪 No Login Required 🧬 Zero Personal Identifiers 🔐 Aggregated Reporting Only
Version
1.0 — 2025
Governing Law
DPDP Act 2023 · IT Act 2000
Applies To
catalystbox.in · All CatalystBox Forms
Who We Are

About CatalystBox

CatalystBox is a national education feedback and intelligence platform operated by Fresh Eye Foundation — a civic intelligence organisation registered as a One Person Company under the Companies Act of India, headquartered in Uttar Pradesh.

For the purposes of the Digital Personal Data Protection Act 2023, Fresh Eye Foundation is the Data Fiduciary for all data processed through CatalystBox. Privacy contact: hello@catalystbox.in.

Scope

Where This Policy Applies

This Privacy Policy covers: the CatalystBox website at catalystbox.in, the CatalystBox analytics dashboard, and all anonymous feedback forms deployed by CatalystBox to schools and institutions.

It governs three groups: feedback respondents (students, teachers, parents who submit feedback), website visitors (anyone who browses catalystbox.in), and dashboard users (school administrators and board officials who access the analytics platform). Each group is addressed separately below.

Feedback Respondent Data

When You Submit Feedback

This is the most important section for students, teachers, and parents. Read it carefully — it explains exactly why you are safe when you speak through CatalystBox.

"We have built CatalystBox so that identifying who submitted a response is architecturally impossible. Not just against policy — impossible."

What we collect from you

  • School identifier code — pre-filled in the form link. Identifies the school, not you.
  • Academic year — pre-filled. Used for trend analysis over time.
  • Respondent type — student, teacher, or parent. A category, not an identity.
  • Scaled survey responses — your numeric ratings for school quality questions.
  • Open text response — optional. AI-processed for sentiment only. Never shared. Please don't include personal names.
  • Gender — student forms only, aggregated. Used for the girl student experience metric. Not used for identification.
  • Submission timestamp — server-generated. Used for fraud detection at school level.

What we never collect from you

Your name, email address, phone number, device ID or fingerprint, IP address (not logged), GPS location, photograph, biometric data, social media profile, caste or religion. These fields do not exist in our forms. They cannot be submitted.

Legal basis

Processing is based on your voluntary consent by choosing to submit the form. Because we collect no personal identifiers, most of what we hold does not constitute "personal data" under the DPDP Act 2023. We nonetheless apply the Act's standards as a matter of policy — not just legal compliance.

Website Visitor Data

When You Visit catalystbox.in

Our hosting infrastructure transiently processes your IP address to serve the page to your browser. We do not store it. It is not logged. It is not associated with your visit.

CatalystBox does not use Google Analytics, Meta Pixel, or any third-party behavioural tracking on its website. We do not track you across sessions or across sites. Our website sets no persistent cookies when you browse it.

Dashboard User Data

School Admin & Board Access

School administrators and board officials who access the CatalystBox analytics dashboard have accounts in our system. We hold: email address (for login), assigned role, affiliated institution, and account timestamps.

This data is used solely to provide authenticated access. It is not used for marketing or profiling. Accounts can be deleted at any time by writing to hello@catalystbox.in. Accounts inactive for 12 months are deleted automatically.

Cookies & Tracking

We Don't Track You

The CatalystBox website

No cookies. No tracking scripts. No analytics. Visiting catalystbox.in leaves no traceable record with us beyond what hosting infrastructure processes transiently to serve the page.

Feedback forms

Our feedback forms are delivered through a third-party form provider. That provider may set functional cookies as part of their infrastructure — governed by their own privacy policy. We do not access or process any cookies they set.

Dashboard application

The dashboard maintains your session using a session token that expires automatically after 8 hours. It is used for no purpose other than keeping you logged in.

📢 No advertising cookies — ever

CatalystBox uses no advertising or remarketing technology anywhere. No Meta Pixel. No Google Ads. This is a permanent commitment.

How We Use Data

Data Used Only for School Intelligence

Feedback response data

  • Scoring: Compute school quality dimension scores and the CatalystBox composite benchmark index.
  • Sentiment analysis: Extract qualitative signals from optional open text to detect school-level patterns.
  • Benchmarking: Aggregate school scores into city, district, state, and national comparisons.
  • Research: Provide anonymised aggregated datasets to research partners — no individual response data is used for this purpose.
  • Fraud prevention: Detect and exclude anomalous or duplicate submissions at school level.

Website and dashboard data

  • Page delivery: IP addresses processed transiently by hosting infrastructure only. Not stored by us.
  • Authentication: Dashboard account details used to verify identity and authorise access only.

We do not use any data for advertising, marketing, behavioural profiling, or training AI models. We do not sell data. Full stop.

Sharing & Disclosure

Who We Share Data With

CatalystBox shares data only in these specific circumstances:

  • With schools: Their own aggregate scores and trends only. No individual responses. No other schools' data.
  • With education boards: Aggregate metrics for affiliated schools only. No individual responses.
  • With infrastructure providers: Third-party services that power our operations process data as required for those specific functions only, under data processing agreements.
  • With research partners: Anonymised, aggregated datasets under signed agreements with anonymisation requirements and minimum cohort size thresholds to prevent re-identification.
  • Under legal compulsion: Only when required by a valid, binding legal order from a competent Indian authority. We notify affected parties to the extent the law permits.

We never share individual response data, school scores with unaffiliated parties, or any data with commercial data brokers or advertisers.

Student Privacy

Extra Protection for Every Student

CatalystBox is used by students — many of them under 18. The DPDP Act 2023 imposes specific obligations on systems handling children's data. Our architecture goes further than the law requires.

Because CatalystBox collects no personal identifiers from any respondent, it does not hold personal data about children in the conventional sense. Beyond that architectural guarantee, we apply these specific additional safeguards:

🚫No profiling, targeting, or commercial use — permanently

We do not build individual profiles from student responses. We do not use student data for advertising, recommendations, or targeting of any kind. Data from student submissions will never be sold or commercially transferred. This restriction is permanent and not subject to revision.

Shorter retention for student open text

Open text from student forms is deleted after 12 months — shorter than numeric responses — because free text carries a greater risk of inadvertent personal disclosure.

🏫Schools ensure informed participation

CatalystBox has no direct contact with students outside the anonymous form. Schools that deploy our QR codes are responsible for communicating the voluntary and anonymous nature of participation to students and for applying any applicable child safety obligations.

📩 For parents and guardians

If you have concerns about data from your child's school, write to hello@catalystbox.in. We cannot retrieve a specific student's response — by design, we cannot link any response to any individual. But we can confirm our practices in writing and provide assurance of deletion per our schedule.

Your Rights

Your Rights Under DPDP Act 2023

Under the Digital Personal Data Protection Act 2023, you have rights with respect to personal data held about you. Here is how those rights apply given our anonymous architecture.

🗂️ Right to Access

For feedback respondents: we hold no identifying information — no record linked to you exists. For dashboard users: contact us to receive a copy of your account data.

✏️ Right to Correction

For feedback respondents: responses cannot be linked to your identity. For dashboard users: contact us to update your account details.

🗑️ Right to Erasure

All response data is automatically deleted per our retention schedule. Dashboard users may request account deletion at any time. Completed within 30 days of request.

🔄 Right to Withdraw Consent

Participation is voluntary. Simply not submitting a form is all that is required. Dashboard users may request account closure at any time.

📢 Right to Grievance Redressal

Raise any privacy concern at hello@catalystbox.in. We acknowledge within 3 business days and resolve within 10 business days.

⚖️ Right to Escalate

If unsatisfied with our response, you have the right to escalate to the Data Protection Board of India under the DPDP Act 2023 framework.

Security

How We Protect Data

CatalystBox implements encryption in transit (TLS/HTTPS), encryption at rest, role-based access controls, and audit logging across all systems.

The most meaningful security measure is structural: a breach of our response database cannot expose personal information about respondents — the database contains none. The only data at risk in a security incident is school-level aggregate metrics, which are not personal data.

In the event of a security incident, we follow our Data Governance Charter — containing the incident within 24 hours, notifying affected parties within 72 hours, and publishing a public summary within 30 days.

Policy Changes

When This Policy Changes

Material changes — any change that reduces privacy protections or alters how we use data — require a minimum 30-day public notice period before taking effect.

Non-material changes — clarifications, corrections, additions for new features using the same data model — may be made without notice.

The current version is always at catalystbox.in/privacy.

Contact

Questions? Reach Out.

CatalystBox — Privacy
A product of Fresh Eye Foundation · Uttar Pradesh, India

hello@catalystbox.in

We acknowledge all privacy communications within 3 business days and provide a substantive response within 10 business days. For technical data architecture details, see our Data Governance Charter.

Our Commitment to
Zero Identity Data

CatalystBox is built on a single, non-negotiable commitment: the students, teachers, and parents who use our platform can never be identified from anything they submit. This charter documents exactly what that means — what we collect, what we never collect, and the rules that govern every data decision we make.

🔒 Anonymity by Architecture 🪪 Zero Personal Identifiers 🧬 No Login Required 🔐 Aggregated Reporting Only
Version
1.0 — 2025
Governing Law
DPDP Act 2023 · IT Act 2000
Operated by
Fresh Eye Foundation
Questions
hello@catalystbox.in
Foundational Principles

Rules We Will Never Break

These are not policies — they are the constraints within which CatalystBox is built. No commercial rationale, partner request, or technical shortcut can override them.

🏗️ Anonymity by architecture, not by promise

We do not collect personal identifiers and then promise not to use them. We build systems where those fields do not exist. A policy can be changed. An architecture with no field for a name cannot leak one.

📐 Collect only what the output requires

Every data point we collect must directly contribute to a school quality score, a trend, or an alert. If it doesn't, we don't collect it. This ensures a data breach can never expose what we never held.

📊 Schools receive scores, never individual voices

No individual response is visible to any party — including the school it came from. A school sees a CatalystBox Score and dimension trends. It never sees a response traceable to a specific student, teacher, or parent.

🛡️ The system protects respondents from institutions

The student most likely to have important things to say is often most at risk if identified. Our anonymity architecture ensures no administrator, teacher, or board official can ever determine who said what — regardless of their access level.

🚫 No sale or commercial transfer of response data — ever

CatalystBox will never sell, licence, or commercially transfer raw response data to any third party. Our commercial model operates on aggregated intelligence products — school reports, benchmarks, policy datasets — not on the underlying responses.

What We Collect

The Complete Data Inventory

The following is every data field collected through CatalystBox feedback forms. Nothing beyond this list is collected.

FieldTypePurposeCollected
School Identifier CodeInstitutionalAttribute responses to the correct school for scoring✓ Yes
Academic YearTemporalYear-on-year trend analysis✓ Yes
Respondent TypeCategory onlyWeight responses across dimension scores✓ Yes
Scaled Survey ResponsesNumeric ratingsInput to school quality dimension scores✓ Yes
Open Text ResponseUnstructured text (optional)Qualitative signal extraction via AI sentiment analysis✓ Yes
Gender (student forms only)Category, aggregatedGirl student experience equity metric✓ Yes
Submission TimestampServer-generatedFraud detection at school level✓ Yes
🔒 On the optional open text field

This field is processed by AI for sentiment classification only. Raw text is never shared externally, never shown in dashboards, and deleted on a shorter schedule than numeric responses. Please do not include personal names in this field.

What We Never Collect

Permanently Excluded Data

These categories are permanently excluded. They are not fields we hold but protect — they are fields our system cannot receive.

Data CategoryCollectedReason
Name (any)✗ NeverPrimary anonymity guarantee — foundational to the system's credibility
Email address✗ NeverNo login required; no contact information collected at any point
Phone number✗ NeverNot requested; not required for form submission
Device ID or fingerprint✗ NeverFraud prevention uses session-based methods only — no persistent device tracking
IP address (stored)✗ Never storedTransiently visible at network layer; never logged or linked to any response
GPS or location✗ NeverSchool identified by pre-filled code — no location capture performed
Biometric data✗ NeverNot required; not requested; not captured under any circumstance
Social media profile✗ NeverNo social login; no account creation required to respond
Caste, religion, or community✗ NeverSensitive personal data under DPDP Act 2023; outside our scope entirely

"The school identifier code is the deepest identifier in our system. It points to an institution — never to a person."

How Data Flows

From Submission to School Intelligence

Every piece of data follows a defined path from the moment a respondent submits a form to the moment an insight reaches a dashboard.

01 · Submission

A respondent scans a school-specific QR code. The form opens with the school's identifier and academic year pre-filled. The respondent answers scaled survey questions and an optional free-text field. No personal information is requested at any point in this flow.

02 · Processing & scoring

Responses are processed into school-level quality scores across multiple dimensions. The individual response record is the input — a school-level aggregate is the only output carried into any downstream layer. Individual records are not accessible through any dashboard or report.

03 · AI sentiment analysis

Open text responses are analysed by AI for sentiment classification and signal extraction. Results are aggregated at school level before delivery. The original text is held only in secured internal systems, subject to our retention schedule, and never appears in any output delivered externally.

04 · Dashboard delivery

School and board dashboards display aggregate scores, trends, dimension breakdowns, and comparative benchmarks. No individual response appears at any point in the delivery layer. Every figure a school or board sees is a statistical aggregate derived from multiple responses.

Access & Disclosure

Who Sees What Data

Access to CatalystBox data is role-based and strictly segmented. The boundaries below are enforced at the system level — they are not guidelines, they are permissions.

School Administrator
Can see Own school's aggregate scores, dimension trends, comparative benchmarks, risk flags
Cannot see Individual responses, any other school's data
Education Board
Can see Affiliated schools' aggregate metrics, board-level distribution and rankings
Cannot see Individual responses, non-affiliated school data
Research Partners
Can see Anonymised aggregate datasets — minimum cohort threshold applies
Cannot see Individual responses, identifiable data of any kind
CSR & NGO Partners
Can see Aggregate programme-level impact metrics per funding agreement
Cannot see Individual responses, data outside agreed scope
Government / Law Enforcement
Can see Data only under a valid, binding legal order — we do not volunteer data
Cannot see Anything in the absence of legal compulsion

We do not share individual response data with any third party except under a valid legal order, to research partners under signed agreements with anonymisation requirements, or to infrastructure providers necessary to operate the platform. All research disclosures require minimum cohort sizes to prevent re-identification.

Student Data Protections

Extra Safeguards for Every Student

Most CatalystBox respondents are students — many of them under 18. The DPDP Act 2023 establishes specific protections for children's data. We apply stricter standards than the law requires.

🧬 No personal data from students — structurally guaranteed

Because CatalystBox collects no personal identifiers from anyone, it does not hold personal data about minors in the conventional sense. A numeric rating submitted without any name or identifier cannot be linked to a specific student under any definition of personal data.

🚫 No profiling, targeting, or commercial use — ever, permanently

We do not build individual profiles from student responses. We do not use student data for advertising, recommendations, or targeting of any kind. Data from student submissions will never be sold or commercially transferred in any form. This restriction is permanent and not subject to revision.

🏫 Schools mediate student participation

CatalystBox has no direct contact with students outside the anonymous feedback form. Schools distribute QR codes and are responsible for communicating the voluntary and anonymous nature of participation, and for applying any child safety obligations under their own institutional rules.

Shorter data retention for student open text

Open text responses from student forms are deleted after 12 months — shorter than numeric responses — because free text carries a greater risk of inadvertent personal disclosure. Sentiment scores derived from the text are retained separately as part of aggregate school records.

Data Retention

How Long We Hold Data

Individual response records24 months
Retained from the end of the academic year in which they were submitted. Permanently deleted at the close of this period. Cannot be restored once deleted.
Open text responses12 months
Shorter schedule than numeric responses given the higher potential for inadvertent personal information in free text. AI sentiment scores from this text are retained separately as part of aggregate school records.
School aggregate scoresIndefinite
Retained for longitudinal trend analysis and year-on-year benchmarking. These records contain no individual-level data and present no anonymity risk.
System audit logs5 years
Retained for security review and regulatory compliance. Audit logs do not contain any response content.
Your Rights

Your Rights Under DPDP Act 2023

Under the Digital Personal Data Protection Act 2023, you have rights with respect to personal data held about you. Here is how those rights apply given our anonymised architecture.

Right to access and correction

Because CatalystBox holds no identifying information, there is no "your record" we can retrieve or correct for feedback respondents. This is a design choice, not a limitation on willingness. All response data is automatically deleted per our retention schedule. Dashboard users (school administrators) may contact us to access or correct account details.

Right to erasure

Respondents who want written confirmation that responses from a specific school and period have been deleted may request this at hello@catalystbox.in. We will confirm in writing.

Right to object

Participation is entirely voluntary. Not submitting a form is all that is required. Non-participation has no consequence for any respondent.

Right to grievance redressal

Any concern about our data practices may be raised at hello@catalystbox.in. We acknowledge within 3 business days and provide a substantive response within 10 business days.

Oversight

Independent. Credible. Neutral.

Independent Advisory Board

CatalystBox is governed by an Independent Advisory Board comprising educators, child psychologists, data privacy specialists, and child safety experts. The Board reviews data governance practices annually. Its recommendations on privacy protections are binding on CatalystBox operations.

Charter revision

Material changes to this charter — any change that reduces privacy protections for respondents — require a minimum 30-day public notice period before taking effect. Non-material changes (clarifications, corrections) may be made without notice.

Security incidents

In the event of a security incident, CatalystBox will: contain it within 24 hours; assess scope within 72 hours; notify affected institutional partners; notify the relevant data protection authority per DPDP Act 2023; and publish a public summary within 30 days. A breach of our response data cannot expose personal information — none is held.

Contact

Questions? We're Listening.

For questions about this charter, data practices, or your rights:

CatalystBox — Data Governance
A product of Fresh Eye Foundation · Uttar Pradesh, India
hello@catalystbox.in

We respond within 10 business days. For urgent security matters, mark your subject line URGENT: Data Security.

For the parent organisation's governance charter, see fresheyefoundation.com/governance.

📩 For parents and guardians

If you have concerns about data from your child's school, write to hello@catalystbox.in. Because we hold no identifying information about students, we cannot retrieve a specific student's response — but we can confirm our practices in writing and provide assurance of deletion per our schedule.

Methodology White Paper · Version 1.0

The CatalystBox
Global Education
Benchmark

A framework for measuring school experience
across student wellbeing, teaching effectiveness,
learning environment, parent engagement,
and future readiness.

Published by Fresh Eye Foundation
Platform CatalystBox
Version 1.0 — April 2026
Classification Public — Open Access
Scroll to read

The CatalystBox Global Education Benchmark (CGEB) is an open methodology for measuring school experience — the lived, felt quality of education — across three stakeholder groups: students, teachers, and parents. Unlike existing assessment frameworks that measure academic outcomes through standardized tests, the CGEB captures experience, wellbeing, and institutional responsiveness in real time. This paper describes the conceptual basis of the benchmark, its five measurement parameters, the anonymous data collection methodology, the composite scoring engine, and the safeguards that protect participant privacy. The CGEB is designed for use across education systems globally, from government schools in low-income countries to international schools in high-income markets, using a single standardized measurement infrastructure.

The Global
Feedback Void

Education systems worldwide are among the largest institutions humanity has ever built. India alone enrolls 250 million students. The United States spends over $800 billion annually on K-12 education. Indonesia's education ministry oversees 50 million learners. Yet across these systems — and virtually every other education system on Earth — there is a striking absence: no standardized infrastructure for capturing the real-time, anonymous experience of the people inside schools.

~2.5M
Formal schools operating globally with no standardized experience feedback
1.7B
Students enrolled in those schools whose voices are structurally uncaptured
$6T
Annual global education expenditure with minimal ground-level experience data
3 yrs
Typical cycle between PISA assessments — the most frequent major international measure

Existing measurement frameworks, including PISA (OECD), TIMSS, and national standardized examinations, measure what students know at a point in time. They do not measure what students experience continuously. They capture outcomes, not conditions.

"Schools are not just knowledge factories. They are environments in which children spend 15,000 hours of their lives. The quality of that environment — as experienced by students, teachers, and parents — is invisible to the systems that govern it."

The consequences of this feedback void are measurable. Systemic problems — teacher disengagement, bullying cultures, inadequate infrastructure, academic pressure crises — persist undetected until they become crises. Policy reforms are designed without ground-level signal. Students who might raise early warning signs have no structured, safe, anonymous channel to do so.

The CGEB is designed to close this gap. It provides education systems with a continuous, anonymous, AI-processed signal from the three groups most directly experiencing school quality: students, teachers, and parents.

The CGEB
Architecture

The CatalystBox Global Education Benchmark is a composite index — a single numerical score between 0 and 100 that summarizes the overall quality of a school's experience environment. It is calculated from five weighted parameters, each capturing a distinct dimension of school life.

The CGEB is distinct from academic performance indexes in three fundamental ways:

Three Defining Distinctions

  • Experience-first, not outcome-first. The CGEB measures how school feels to its participants, not what students can demonstrate on a test.
  • Three-stakeholder architecture. Student voice, teacher voice, and parent voice are weighted independently and combined — no single group's perspective dominates.
  • Real-time and continuous. Data is collected year-round through always-available QR-based forms, not through periodic high-stakes assessments.

The framework is curriculum-agnostic by design. It makes no assumptions about pedagogical approach, subject matter, or assessment type. A government school in rural Kenya and an IB World School in Singapore can both receive meaningful CGEB scores, and those scores are comparable because they measure the same underlying dimensions of experience.

The Three Index Streams

Before calculation of the composite CGEB score, responses are organized into three independent index streams reflecting each stakeholder group. These streams are valuable in their own right — a school may have a high SEI but a low TEI, signaling that students feel well-supported but teachers do not.

SEI
Student Experience
Index · 45%
+
TEI
Teacher Experience
Index · 30%
+
PTI
Parent Engagement
Index · 25%
=
CGEB
Composite Score
0 – 100

Student voice weighted highest (45%) · Scores normalized to 0–100 scale · Minimum response threshold required per stream

The Five
Parameters

The CGEB measures five dimensions of school experience, each weighted according to its contribution to holistic school quality. These parameters were derived from a synthesis of international education quality frameworks, including UNESCO's Education for All framework, the OECD's Education at a Glance indicators, the Sustainable Development Goal 4 targets, and empirical research on school climate and student wellbeing.

Student Wellbeing
25%
Teaching Effectiveness
20%
Learning Environment
20%
Future Readiness
20%
Parent Engagement
15%
01

Student Wellbeing

Measures the physical, emotional, and social wellbeing of students within the school environment. Covers safety from bullying and harassment, mental health support, sense of belonging, equitable treatment, and freedom to express concerns without fear. This parameter receives the highest weight (25%) because student wellbeing is foundational to all other educational outcomes.

Safety Mental Health Belonging Anti-Bullying Equity
25%
02

Teaching Effectiveness

Captures the quality of instructional practice as experienced by students and observed by teachers themselves. Measures pedagogical quality, student engagement in lessons, feedback frequency, differentiation for diverse learners, and teacher-student relationships. Data is collected from both students (their experience of being taught) and teachers (their self-reported professional conditions).

Pedagogy Engagement Feedback Relationships
20%
03

Learning Environment

Assesses the physical and institutional conditions in which learning occurs. Covers classroom infrastructure, access to learning materials, cleanliness and safety of facilities, digital access, library resources, and the broader institutional culture (inclusion, discipline fairness, institutional responsiveness to concerns). Not limited to physical infrastructure — also captures whether the school's systems support effective learning.

Infrastructure Digital Access Inclusion Resources
20%
04

Future Readiness

Measures the degree to which the school prepares students for life beyond the classroom — including career guidance, critical thinking development, digital literacy, vocational exposure, and preparation for higher education. This parameter specifically addresses whether students feel equipped for the transitions that follow school, and whether teachers feel supported in delivering future-relevant learning.

Career Guidance Critical Thinking Digital Literacy Transitions
20%
05

Parent Engagement

Captures the quality of the school-family relationship. Measures communication frequency and clarity, responsiveness of school leadership to parental concerns, inclusion of parents in school decisions, and parents' sense of trust in the institution. Parent feedback is treated as an independent data stream (PTI) reflecting the family's experience of the school as an institution, distinct from the child's in-school experience.

Communication Trust Responsiveness Inclusion
15%

The Methodology

The CGEB is built on an anonymous, QR-code-based, mobile-first data collection methodology. The design reflects three non-negotiable constraints: anonymity must be absolute; accessibility must not require device installation or network infrastructure beyond a basic smartphone; universality must allow deployment in any school in any country without logistical complexity.

Collection Architecture

Stakeholder Access Method Form Type Frequency
Students (Cls 10 & 12) QR code on school notice board or classroom poster Structured + open text. Covers wellbeing, teaching, environment, future readiness. Ongoing; minimum quarterly analysis cycles
Teachers QR code on staffroom notice board or via school admin Structured + open text. Covers professional conditions, support, and pedagogy confidence. Ongoing; minimum quarterly
Parents / Guardians QR code on school communications, report cards, or notice board Structured + open text. Covers communication, trust, and child experience at home. Ongoing; minimum semi-annual

The Data Pipeline

1

Response Submission

Participant scans the school-specific QR code on a smartphone. No app download required. The form loads in the mobile browser. No login, no email, no name. School identity is encoded in the QR code itself — participants do not select a school manually.

2

Raw Data Collection

Responses are written to a secure database. Each response record includes: school identifier, stakeholder type, structured scale responses (Likert, multiple choice), open-text responses, and timestamp. No device fingerprint, no IP address, no personal identifier of any kind is stored.

3

ETL Processing

Raw responses are extracted, transformed, and loaded into the analytics pipeline. Structured responses are normalized to a 0–100 scale per item. Open-text responses are queued for AI sentiment analysis.

4

AI Sentiment Analysis

Open-text responses are processed by a large language model (LLM) to extract sentiment polarity, topic classification, and issue detection. The AI layer identifies signals such as bullying mentions, safety concerns, wellbeing deterioration, and positive practice patterns. No individual response is attributed to any person.

5

CGEB Score Calculation

Parameter scores are calculated from normalized structured responses. SEI, TEI, and PTI are computed from their respective stakeholder streams. The composite CGEB is calculated using the weighted formula. A minimum response threshold per stream is required before a score is published.

6

Dashboard Publication

Scores are published to the school dashboard, visible to authorized school administrators and principals. Benchmark comparisons (city, state, national, global) are displayed contextually. Individual response data is never displayed — only aggregated scores and trend lines.

Score Calculation
& Benchmarking

All CGEB scores are expressed on a normalized 0–100 scale where higher scores indicate a more positive experience environment. The scoring engine applies a hierarchical calculation: individual items → parameter scores → stream indexes → composite CGEB.

Normalization

Structured items use Likert scales (typically 1–5 or 1–4). Each item is normalized to 0–100. For a 5-point scale, the formula is: Normalized Score = (Raw Response − 1) / (5 − 1) × 100. This ensures all items contribute equally regardless of original scale range.

Minimum Response Thresholds

To prevent statistically unreliable scores from being published, each index stream requires a minimum number of valid responses before a score is reported. Scores below threshold are shown as "Insufficient Data" in dashboards and excluded from benchmark comparisons. Thresholds are school-size-adjusted.

Stream Minimum Responses Rationale
SEI (Student) 15 valid responses Sufficient for statistical reliability at school level; equivalent to ~1 classroom
TEI (Teacher) 5 valid responses Lower threshold reflects smaller teaching populations; protects anonymity in small schools
PTI (Parent) 10 valid responses Balanced between reliability and the practical difficulty of parent engagement
CGEB (Composite) All three streams must meet threshold Composite score is only published when all streams are independently valid

Benchmarking Tiers

A CGEB score is most meaningful when contextualized. Each school's score is compared against four benchmark tiers, displayed on the school dashboard:

Benchmark Tiers

  • School Historical: The school's own score trend over time — is it improving or declining?
  • City/District Average: How does this school compare to peers in the same urban or district context?
  • National Average: How does this school compare nationally, by board and school type?
  • Global Average: Once sufficient international data exists, global comparison by income band and school type.

AI & Sentiment
Processing

The CGEB includes an AI-powered intelligence layer that processes open-text responses to extract signals that structured questions alone cannot capture. This layer detects issue patterns, sentiment trends, and emerging concerns — surfacing them for school administrators without exposing individual responses.

What the AI Layer Does

Function Description Output
Sentiment Classification Classifies each open-text response as positive, neutral, or negative; identifies emotional tone Sentiment distribution per parameter per time period
Topic Extraction Identifies the specific issues mentioned in responses (e.g., "homework pressure", "teacher favouritism", "dirty toilets") Ranked list of most-mentioned issues per school
Issue Flagging Detects high-severity signals including bullying mentions, safety concerns, mental health distress, and harassment language Alert notifications to school dashboard (aggregated — never individual)
Trend Detection Identifies statistically significant changes in sentiment or issue frequency over time Trend alerts: "Mentions of academic pressure have increased 40% in the last 30 days"

"The AI layer does not replace human judgment. It amplifies weak signals that would otherwise be invisible in aggregated data — giving school leaders the chance to act before a pattern becomes a crisis."

What the AI Layer Does Not Do

Explicit Constraints

  • The AI never attempts to identify individual respondents from text content
  • Individual responses are never displayed in dashboards — only aggregated signals
  • The AI does not make decisions — it surfaces information for human review
  • Responses below the minimum threshold per school are excluded from AI processing
  • Responses flagged as potentially identifying (unusual detail that could narrow the respondent pool) are suppressed before output

Privacy by Design.
Not by Policy.

The CGEB's privacy framework rests on a single structural commitment: no personal data is collected. This is not a policy position that can be eroded. It is an architectural constraint built into the collection system.

0
Personal identifiers collected. No names, emails, student IDs, or device fingerprints.
0
IP addresses stored. Location data is not collected at any point in the pipeline.
100%
Aggregated reporting. No individual response is ever displayed to any party.

Regulatory Alignment

Because the CGEB collects no personal data by design, it is structurally outside the scope of most global data protection regulations. However, the platform is designed to align with the most stringent applicable standards:

RegulationJurisdictionCatalystBox Position
GDPR European Union / United Kingdom Anonymous data is outside GDPR scope. No DPA agreement required for school deployments. Data processing is fully GDPR-aligned for any personally identifiable data used in account management.
FERPA United States CatalystBox is not a school system of record and does not collect education records as defined under FERPA. Not applicable.
COPPA United States Student forms target Classes 10 and 12 (ages 15–18). Forms include an age-gate confirmation. Under-13 collection is structurally prevented.
PDPA / POPIA / PIPL Southeast Asia, South Africa, China Anonymous collection means these regulations are largely non-applicable. Fully compliant with the data minimization principles embedded in each.

Governance Structure

The CGEB is governed under the institutional framework of Fresh Eye Foundation, a registered not-for-profit organization (12A + 80G status, India). An independent advisory board — including educators, child protection specialists, data ethicists, and policy experts — provides external oversight of the methodology and its application.

No school or government body may access individual-level response data under any circumstances. Data access is governed by a tiered permission model: school principals see their school's aggregated scores; board administrators see board-level aggregations; government partners see state or national aggregations only.

Applications &
Use Cases

The CGEB is designed to serve multiple stakeholder groups at different levels of the education system. The same underlying data serves different purposes depending on the level of aggregation at which it is viewed.

For Schools

  • Identify specific, actionable areas for improvement before issues escalate to crises
  • Benchmark against peer schools in the city, district, and nationally
  • Demonstrate accountability and improvement trajectory to parents and boards
  • Satisfy quality assurance requirements with continuous, independent data

For Education Boards & Ministries

  • Monitor school experience quality across thousands of schools simultaneously
  • Identify districts or school clusters showing systemic decline — and intervene early
  • Evaluate the impact of policy reforms using before-and-after CGEB tracking
  • Replace infrequent, expensive inspection cycles with continuous intelligence

For Development Finance & Research

  • Monitor and evaluate education program outcomes using an independent, standardized measure
  • Provide evidence-based impact data for reporting to donors and funding bodies
  • Generate nationally representative datasets for academic research
  • Track progress toward SDG 4 indicators at country level

For Policymakers & Think Tanks

  • Access the Annual Global School Experience Report for cross-country comparison
  • Commission custom analysis of anonymized datasets for policy research
  • Use CGEB trend data to justify and design education reform investments

Limitations &
Future Research

The CGEB is a first-generation instrument. Intellectual honesty requires frank acknowledgment of its current limitations. Each limitation identified below represents a research agenda for future versions of the framework.

LimitationNatureMitigation / Research Agenda
Self-selection bias Participants who choose to respond may not be representative of the full school population; students with stronger feelings (positive or negative) may be overrepresented Response rate monitoring; comparison of respondent cohorts over time; future research on representativeness
Social desirability effects Even with anonymity guarantees, some participants may respond in ways they believe are expected, particularly in cultures with high power distance Form design to minimize leading questions; cultural adaptation of question framing; longitudinal comparison to detect systematic bias
Cross-cultural comparability The meaning of concepts like "teacher effectiveness" or "belonging" may vary significantly across cultures; current parameter weights were developed in an Indian context Active research program with partner universities in each deployment region; planned parameter localization in future versions
Gaming and manipulation Schools could theoretically encourage positive responses or suppress negative ones; organized response campaigns could distort scores Statistical anomaly detection (sudden score changes, unusual submission timing, device clustering); minimum observation period before score changes are reflected
Causal inference limits CGEB scores are correlational; a high score does not prove causal school quality, and a low score does not identify the cause of poor experience CGEB is positioned as a signal, not a verdict; qualitative follow-up is recommended when scores trigger concern; research partnerships to establish causal links

"A measurement framework that acknowledges its own limits is more trustworthy than one that claims universal validity. The CGEB is a beginning, not an endpoint."

Planned Version 2.0 Developments

15-language form engine Offline-first response queuing Cultural parameter calibration Peer-reviewed methodology paper University research partnerships Longitudinal tracking cohorts School improvement recommendation engine SDG 4 indicator mapping

About CatalystBox

CatalystBox is India's national education feedback and intelligence platform — Initiative 01 of Fresh Eye Foundation. It is designed to make student voice measurable, visible, and actionable across schools, boards, districts, states, and the nation.

CatalystBox combines anonymous feedback collection, AI-driven sentiment analysis, the CatalystBox Benchmark Index (CBI), and a school analytics dashboard to transform fragmented, informal feedback into structured education intelligence.

The platform is built on a cross-subsidization model: fees from private institutions fund free access for government and rural schools, ensuring that quality improvement tools are not confined to well-resourced schools.

Fresh Eye Foundation

  • Registered NGO with 12A and 80G status (India)
  • Multi-domain civic mission: education, public health, civic governance, workforce intelligence
  • CatalystBox (education) is Initiative 01 of the Foundation's work
  • Contact: support@fresheyefoundation.com
Cite this document:
Fresh Eye Foundation. (2026). The CatalystBox Global Education Benchmark: A Methodology White Paper. Version 1.0. Lucknow, India: Fresh Eye Foundation / CatalystBox. Available at: catalystbox.in/research/cgeb

For partnership enquiries, research collaborations, government engagement, or pilot deployment discussions, please contact:

Platform
hello@catalystbox.in
catalystbox.in
Foundation
support@fresheyefoundation.com
Fresh Eye Foundation
Global Partnership Programme

Bring Student Voice
to Your Country.

CatalystBox is expanding globally. We're looking for governments, education boards, schools, NGOs, and research institutions who want to make anonymous, AI-driven school experience intelligence part of their education system.

28,000+
Schools in our India directory
3
Stakeholder groups measured simultaneously
0
Personal identifiers ever collected
150+
Countries targeted in 10-year expansion plan

Where We're Going.
In What Order.

CatalystBox expands in five deliberate waves — sequenced by regulatory ease, digital infrastructure, and reform appetite. Each wave funds and validates the next.

Active · 2026

South Asia

India
Bangladesh
Nepal
Sri Lanka
01
Deploying · 2027

Southeast Asia

Indonesia
Vietnam
Philippines
Thailand
02
Opening · 2028

Middle East
& Africa

UAE · Saudi Arabia
Kenya · Nigeria
Rwanda
03
Planned · 2029

Anglophone
West

United Kingdom
Australia
Canada
04
Planned · 2030+

USA &
Continental Europe

United States
Germany · France
Netherlands · Nordics
05

Four Partnership
Tracks.

CatalystBox has distinct partnership tracks for different institutions — each with a tailored deployment model, pricing, and support structure.

🏛️

Governments & Ministries

National or state education ministries looking to deploy CatalystBox as a country-wide school experience monitoring system. Includes a white-label government-branded version and a national ministry dashboard.

  • Ministry-branded deployment on your domain
  • National and district-level analytics dashboard
  • Policy-ready aggregated reports
  • Integration with existing school data systems
  • Country-specific data residency
  • Dedicated implementation support team
🏫

Schools & Education Boards

Individual private schools, school chains, or curriculum boards (CBSE, IB, Cambridge, national boards) looking to bring the CatalystBox Benchmark to their institution or network.

  • School-specific dashboard with your branding
  • CGEB score with city, national & global benchmarks
  • QR-based form deployment — no hardware required
  • AI-generated insights on sentiment and issues
  • Cross-subsidy model: premium schools fund free access for government schools
  • Annual CatalystBox Benchmark certification
🌍

NGOs & Development Finance

International development organizations, foundations, and financing bodies (World Bank, UNICEF, ADB, bilateral donors) running education programs that require independent monitoring, evaluation, and impact measurement.

  • Grant-funded free deployment in low-income schools
  • Independent M&E data using the CGEB framework
  • Donor-ready impact reports
  • Baseline and endline measurement for program evaluation
  • SDG 4 indicator alignment and reporting
  • Co-branding on impact publications
🔬

Research Institutions

Universities, think tanks, and policy research bodies looking to access anonymized school experience data for academic research, policy analysis, or global comparative studies.

  • Access to anonymized, aggregated CGEB datasets
  • Co-publication opportunities on the Annual Global School Experience Report
  • Custom data cuts by geography, school type, or parameter
  • Methodology collaboration and peer-review partnership
  • Academic licensing at research-friendly pricing
  • First-mover access to longitudinal data as the dataset grows

The Infrastructure.
You Bring the Schools.

CatalystBox handles the entire technical, analytical, and AI layer. Your country or institution brings school access and local knowledge. We build the rest together.

01 — Deployment

QR-Based, Zero Hardware

No screens, no devices, no installations. School-specific QR codes printed on posters activate the platform instantly. Works on any smartphone on any network.

02 — Intelligence

AI Sentiment Engine

Open-text responses are processed through a large language model to detect patterns, issues, and emerging signals — surfacing to dashboards without exposing individual responses.

03 — Benchmark

The CGEB Score

Every participating school receives a composite CatalystBox Global Education Benchmark score across five parameters, comparable city-, nation-, and globally.

04 — Privacy

Zero PII by Design

No personal identifiers are ever collected. The architecture makes anonymity structurally guaranteed — not policy-dependent. GDPR-aligned in every market.

05 — Localization

Multilingual Forms

Forms are available in 15 languages and growing. Curriculum-agnostic design means the same instrument works across IB, Cambridge, national boards, and government curricula.

06 — Reports

Policy-Ready Intelligence

Governments and donors receive aggregated, visualized reports ready for policy review and donor reporting — not raw data dumps that require further analysis.

"

A billion children pass through school with their voices structurally uncaptured. CatalystBox exists to change that — one school at a time, one country at a time, until the whole world is listening.

Yatesh Srivastava — Founder, CatalystBox & Fresh Eye Foundation

FAQ

No. CatalystBox uses QR codes printed on standard A4 or A3 posters placed on school notice boards, classrooms, or staffrooms. Any participant with a smartphone and basic internet access can scan and respond. No tablets, no screens, no infrastructure beyond a printed poster.
No personal data — no names, emails, student IDs, or device fingerprints — is collected at any point. Schools only ever see aggregated scores and trends, never individual responses. Responses below the minimum threshold per school are suppressed entirely. Anonymity is architectural, not policy-based — it cannot be overridden.
Because CatalystBox collects no personal data by design, it operates outside the scope of GDPR, FERPA, and most other data protection regulations. For markets that require data residency (Indonesia, Vietnam, Saudi Arabia, EU), we deploy country-specific cloud instances. Full regulatory analysis is provided as part of government partnership discussions.
CatalystBox operates on a cross-subsidy model. Fees from private schools and government contracts in higher-income markets fund free access for government and rural schools in lower-income markets. We also work with development finance institutions (World Bank, ADB, UNICEF) who fund deployment as part of their education program monitoring and evaluation budgets.
Yes. For government ministry partnerships, CatalystBox offers a fully white-labelled version with the ministry's branding, deployed on a government subdomain. The analytics and AI layer remain CatalystBox infrastructure. Schools see the ministry brand; ministry administrators see all school data; principals see only their school's data.
For individual schools, deployment is same-week — QR codes are generated within 48 hours of onboarding. For government-level deployments, timeline depends on localization, data residency, and government procurement requirements. Typical government implementation is 4–12 weeks from contract to first data collection.

Express
Interest.

Tell us who you are and what you're looking to build. We'll respond within 48 hours with a tailored brief on how CatalystBox can work in your context.

48-hour response We review every enquiry and respond personally — not with an automated sequence.
🔒
No commitment required Expressing interest is the start of a conversation, not a contract.
🌐
Country-specific guidance Every response includes context on regulatory fit and deployment model for your market.
📄
CGEB methodology included All responses include a link to our full open-access methodology white paper.

Fill in your details and we'll be in touch.

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Your enquiry goes directly to hello@catalystbox.in · We do not add you to mailing lists · No spam, ever.

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