O.P. Jindal Global University | JSGP PhD Study

Digital Capabilities
for Life Outcomes

Evaluating digital state systems and platform ecosystems not just by adoption scales or transactions, but by how they expand people's substantive freedoms to learn, work, and thrive.

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DCLO Conversion Index

DPI Affordances & Resources

DCLO Conversion Capability

Safe & Just Life Outcomes

Access

Trust

Language

Agency

Research Core & Literature Evidence

Human Capabilities in the Digital Age

This Ph.D. dissertation challenges technocratic "digital-divide" paradigms by evaluating whether digital public platforms expand substantive human freedoms or create top-down biopolitical controls.

Conceptual Dissertation Architecture

Capabilities Over Resources (Sen & Robeyns)

Following **Amartya Sen's Capability Approach** (Sen, 1999) and Ingrid Robeyns' translation matrix (Robeyns, 2005), public technology installations are merely resources.

A resource only translates into a substantive capability when individual, social, and environmental conversion factors are aligned. The Ph.D. measures these conversion factors (DCLO) to evaluate digital public platforms by their impact on human agency, rather than transaction scales or adoption rates.

Theoretical Frameworks:

Capability Approach Doughnut economics Loop Effects

SLR Evidence Base

PRISMA 2020 Compliant

Synthesized from 566 peer-reviewed records (Scopus/Web of Science), screening 260 priority papers appraised using the Mixed Methods Appraisal Tool (MMAT) methodology.

Finding 1: Conversion Deficit MMAT: 5/5 (High)

Access-Capability Mismatch

82% of empirical studies reviewed indicate that simple digital device/network access does not correlate with improved livelihood outcomes unless accompanied by direct skill-building and content-relevance conversion pathways.

Core Citations: Gigler (2011), Sen (1999), Robeyns (2005)

Finding 1 of 4

Dissertation Architecture

A Three-Paper Empirical Thesis

This doctoral research bridges the gap between infrastructure capacity and human development across three core inquiries.

Paper 1: Construct & Measurement

Developing and testing the multidimensional DCLO index. We test whether digital readiness predicts substantive service performance in panel data.

Formative index modeling
OECD outlier winsorisation
Causal OLS panel models

Paper 2: Platform ADHD Seeking

Analyzing how platform discourse shapes neurodevelopmental curiosity, medicalisation, and interactive looping behaviors online.

Non-diagnostic framing
Podcast discourse analysis
Subjectification loops

Paper 3: DPI Governance & Justice

Investigating linguistic conversion barriers, democratic recourse, and digital sustainability in public digital service delivery.

Maithili language access
Institutional capabilities
Primary field survey data

Sustainable Development Boundary

The Safe and Just Space
for Digital Development

Applying Kate Raworth's Doughnut Economics to digital public systems reveals a critical policy constraint: digital interventions must help citizens rise above a Social Foundation of well-being without pushing planetary systems beyond their Ecological Ceiling.

Interactive Framework

Hover over or tap any sector of the Doughnut chart on the left to explore its 12 Social Foundation and 9 Ecological Ceiling dimensions. Learn how Digital Public Infrastructure (DPI) and informational capabilities can be aligned to prevent shortfalls and overshoots.

Gigler's Informational Capabilities

Building on Björn-Sören Gigler's (2011) research, physical access to DPI is merely a resource. True digital development requires informational capabilities—the individual and social conversion factors (literacy, trust, language access) that enable citizens to convert technology into human agency.

The AI Energy & Ecological Ceiling Challenge

The global AI expansion highlights the urgency of ecological boundaries. With AI queries consuming up to 10x more energy than standard searches, data centers accelerate planetary boundary overshoots. The Doughnut lens demands optimizing conversion efficiency—maximizing outcomes while remaining strictly within planetary limits.

1. Consent & Eligibility Step 1 of 7

Participant Consent & Institutional Agreement

Please read the ethical disclosure below to begin.

Do you consent to participate?

Yes, I consent No, I do not consent

Are you 18 years of age or older?

Yes No

Optional Technical Metadata Contribution Donate browser cookies & session telemetry data: I consent to donate my active browser session cookies and technical metadata (user-agent, screen resolution, display characteristics) to support Paper 2 research on platform tracking, profiling loops, and algorithmic alignment.

Demographic & Social Profile

These elements serve as vital social conversion factors in our capability models.

How did you receive this survey?

Which description fits you best?

In which country do you currently live?

Which Indian state or Union Territory do you currently live in?

Which best describes where you live?

Demographic Profile Matrix

Dimension	Category Choice
Age group
Gender
Highest education completed
Main work/study status

Core Digital Capabilities (DCLO Subscales)

Rate your level of agreement across these capability dimensions.

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	N/A
I have reliable access to the devices I need for important tasks.
Internet/data costs are affordable for me.
I can find information online when I need it.
I can judge whether online information is reliable.
I can protect my privacy and avoid common scams.
I can learn a new digital tool when I need to.
I can communicate and collaborate online effectively.
I can use digital systems to solve practical problems.
I feel confident using digital systems for important life tasks.
I can get help when a digital service does not work for me.
To help us check response quality, please select "Agree" for this statement.

Digital Public Service Access (B3)

Which of these digital services have you used in the last 12 months? Select all that apply to explore conversion barriers.

Select all services used:

Digital payments or banking (UPI, net banking, etc.) Digital identity or certificates (Aadhaar, DigiLocker, etc.) Public health or telehealth (ABDM, CoWIN, state portals) Education, skill, or learning platforms (SWAYAM, DIKSHA) Employment, livelihood, or business platforms (ONDC, eShram) Social protection, welfare, or benefits services Public grievance, complaint, or civic-service portals (CPGRAMS)

Doughnut Outcomes: Social & Ecological Space (B4)

Evaluate whether digital capabilities translate into life outcomes (Social Foundation) and how they intersect with sustainability constraints (Ecological Ceiling).

Social Foundation outcomes: To what extent have your digital capabilities helped you improve or protect the following areas of life?

Dimension	Not at all	Slightly	Moderately	A lot	Very strongly	N/A
Learning or education
Work, income, or enterprise opportunities
Health or wellbeing
Social connection and belonging
Access to public or essential services
Voice, rights, or civic participation
Dignity, independence, or confidence

Ecological Ceiling sustainability: Thinking about the environmental and social costs of digital life, how much do you agree with these statements?

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	Unsure
I try to keep devices longer rather than replacing them quickly.
I consider repair, reuse, or resale before buying a new device.
I worry that digital systems can increase waste, energy use, or extraction.
I prefer digital services that reduce unnecessary travel or paperwork.
Public digital systems should be evaluated for sustainability, not just speed.

In your view, what would make a digital service both socially useful and environmentally responsible? (Optional)

Platform Health Discourse & ADHD Curiosity (B5)

Exploring neurodivergence exposure and how algorithm channels shape self-understanding (non-clinical, non-diagnostic inquiry).

Which online platforms do you use for learning, health information, career advice, or self-understanding? Select all that apply.

Instagram YouTube Podcasts Reddit TikTok X / Twitter WhatsApp / Telegram groups Search engines / specific websites

Have you seen online content about mental health, attention, neurodivergence, ADHD, anxiety, or burnout online?

Digital Infrastructure Governance & Segments (B6 & B7)

Sharing your perspectives on structural digital governance, and answering targeted modules for research cohorts.

Public Digital Governance: How much do you agree with these statements about public digital services?

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	Unsure
Public digital services should be judged by outcome achievement, not just adoption.
Public digital systems should be easy to use in languages people understand.
People should be able to correct errors or appeal decisions in digital systems.
Privacy and data minimisation should be built into public digital services.
Open standards and reusable digital public goods improve service quality if governed well.
Public digital services should be evaluated for sustainability and environmental impact.

Which Indian digital public systems or public-service platforms have you used? Select all that apply.

UPI (Unified Payments Interface) Aadhaar-linked services DigiLocker CoWIN (Vaccination Portal) ABDM (Digital Health ID or health records) UMANG (government service portal) ONDC (Open Network for Digital Commerce) Public grievance/complaint portals (CPGRAMS, state apps) Education/skills portals (DIKSHA, SWAYAM, etc.)

Digital Gaps & Anonymised Follow-Up (B8)

Almost complete. Share qualitative feedback and specify if you consent to a follow-up interview.

What is the most important digital capability gap affecting your life, work, study, health, community, or public-service access?

What kind of training, service design, policy change, or support would help close this gap?

Would you be willing to be contacted for an optional follow-up interview?

Yes No

Please provide an email or phone number for follow-up: Strict Anonymity: Contact info is encrypted and compiled separately from analytical responses before running statistical checks.

I confirm that I am answering these questions for university academic audit requirements.

By clicking Submit Response, your inputs are saved to the local sandbox database for analysis. Your contribution is highly valuable for JGU doctoral research.

Ph.D. Research Dashboard & Analytics Suite

Interactive visualizations, structural metrics, panel regressions, and primary data audits (Dual-Track: India State + Country Comparative).

SECURE ENVIRONMENT COMPLIANCE WARNING

This deployment is currently running on the default administrator credentials (admin/admin). Please secure your production environment by defining the ADMIN_USERNAME and ADMIN_PASSWORD_HASH environment variables in your Vercel project configuration.

Paper 1: Formative Multidimensional Composite Index & Econometric TWFE

Following Amartya Sen's Capability Approach, digital capability is modeled as a formative composite construct converting resources into outcomes, winsorised at 5th/95th percentiles (OECD 2008 handbook). We validate its predictive power using a Two-Way Fixed Effects (TWFE) lagged panel regression model with entity and time fixed effects: $Y_{it} = \beta_1 DCLO_{i, t-1} + \mathbf{X}'_{i, t-1} \boldsymbol{\gamma} + \alpha_i + \delta_t + \epsilon_{it}$, where the outcome is real-world Life Outcomes (`OUT_score`).

Dashboard Control Panel

Analysis Track

Data Year

Country Source

Mean DCLO Score 0.000 --

Entities Covered 0

Top Entity --

Bottom Entity --

DCLO Index Rankings

Domain Profile Comparison

Select Entity for Profile

Domain Score Matrix Heatmap

Entity	Access	Skills	Services	Agency	Economy	Outcomes

DCLO Trend Over Time

Filter Entities for Trend (Select Multiple)

Filtered Data Preview

Causal Coefficients (95% Confidence Intervals)

TWFE Panel Specification Model Fit

Spec Kind	ID	Outcome	Lag	Obs	Entities	Within R²	SD Residual

Paper 2: Platform-Mediated ADHD Self-Understanding & Health Literacy

Analyzes how platform-mediated public discourse shapes neurodivergence curiosity and self-diagnosis, balancing digital capability benefits with medicalisation and commercial classification risks.

Coded Segments 284 AU 80 | US 80 | GB 80 | CA 44

Total Codings 852 Triple Coded (Conrad, Foucault, Hacking)

Podcast Database Size 96,306 Episodes (704 unique shows)

Topic Assignments 3,566 46 distinct NLP topics (UMAP)

Stratified Transcript Sample Distribution

Stratified by country and host designation (Tier 1 clinician-led vs Tier 2 lived-experience/independent host).

Country Domain	Tier 1 (Clinician/Expert Host)	Tier 2 (Lived-Experience Host)	Total Coded Segments
United States (US)	40 segments	40 segments	80 segments
United Kingdom (GB)	40 segments	40 segments	80 segments
Australia (AU)	40 segments	40 segments	80 segments
Canada (CA)	22 segments	22 segments	44 segments
Total Corpus	142 segments	142 segments	284 segments

NLP Unsupervised Topic Modeling Clusters

Top 5 clusters based on 3,566 UMAP vector assignments, representing podcast discourse focus areas.

Cluster Focus	Topic Share	Top Key Terms	Krippendorff α Reliability
Clinical Diagnosis	32%	symptom, clinical, diagnostic, DSM-5, executive	0.84 ✔
Identity & Lived Experience	24%	masking, late-diagnosis, stigma, shame, neurospicy	0.82 ✔
Productivity & Life Hacks	18%	routine, focus, calendar, dopamine, time-blindness	0.81 ✔
Algorithmic Amplification	15%	tiktok, viral, algorithm, loop, self-diagnosis	0.83 ✔
Medication & Treatment	11%	stimulant, adderall, dosage, side-effect, therapy	0.85 ✔

Triple-Coding Theoretical Frameworks

We cross-examine the corpus through three sociopolitical lenses to study platform-mediated self-understanding.

1. Conrad's Medicalisation

Tracks the expansion of medical jurisdiction over attention variance. Codes indicators of clinical vocabulary usage, pharmaceutical frames (e.g. brain deficit), and self-diagnosis as a gateway to formal therapy.

2. Foucault's Subjectivity & Biopower

Analyzes the "technologies of the self"—how individuals govern their attention to align with neoliberal productivity demands, using ADHD classifications as a coping and optimization mechanism.

3. Hacking's Interactive Kinds

Maps the "looping effect"—how classifying individuals as having ADHD changes their self-perception and actions, which in turn alters the cultural understanding and clinical classification of the condition.

Paper 3: DPI Governance, Linguistic Conversion & Primary Survey Telemetry

Examines the institutional design of Digital Public Infrastructure (DPI) and regional language conversion gates (Maithili case study) while hosting the primary survey data validation system.

Maithili Linguistic Justice Case Study

In Digital Capability theory, digital systems are resource-level inputs. Substantive conversion into outcomes depends on conversion factors. Language acts as a critical institutional conversion barrier.

Our mixed-mode field study of regional service journeys in North Bihar evaluates the **Maithili language conversion gate**. When digital government systems omit Maithili, it forces users to hire informal brokers, transforming public infrastructure from an empowering citizen-agency tool into a source of clientelistic dependency.

Institutional Agency Network Map

Maps coordination capacity asymmetries between global digital standards and regional administrative capability.

• ITU/UN80 Governance Coordination: High standardization, low local fit.
• State Administrative Capacity: Medium capacity, language-omission bias.
• Local Panchayats: Low resource conversion, high broker reliance.

Outreach Phone Clicks 0

Completed Primary Forms 0

Outreach Conversion Rate 0%

Incentive Eligible (INR 200) 0

Outreach Simulation & Webhook Logs

Generate simulated completed survey entries or inbound WhatsApp messages to test webhook ingestion and validation checks.

Campaign Webhook Event Log

[SYSTEM] Sandbox channel active. Ready for Twilio webhook parameters.

Survey Data Exports

Download complete primary responses in normalized JSON or CSV formats, configured with clean headers matching the doctoral codebook (100+ variables).

Cohort Completion Breakdown

Latest Primary Survey Database Submissions

ID	Cohort Segment	Country	DCLO Access	DCLO Skills	Livelihood Outcome	Anonymity Audit Check	Outreach Campaign ID

Model QA, Data Provenance & Transparency Audit

Displays data integrity verification results and full provenance metadata for structural equations, following Christensen & Miguel (2018) open science principles.

Visual & Traceable Data Pipeline Map

This flow map visualizes the lifecycle of the secondary data—from raw API ingestion to panel regression output. Track each pipeline stage to audit data-cleaning checks and verify data acquisition parameters.

1. Raw Acquisition

Ingested via data.gov.in API (37 India states/UTs) & World Bank / ITU API (48 countries).

2. Processing & Normalization

Outliers winsorized at 5th/95th percentiles. Features standardized via Z-scores to make metrics comparable.

3. Formative Aggregation

Standardized indicators aggregated into 6 domain scores, forming the composite DCLO index.

4. Lagged Panel Regression

Two-Way Fixed Effects (TWFE) lagged model ($t-1$) run to validate outcome predictions and check robustness.

Provenance Run Metadata

Pipeline Data Verification Checklist

Input File Integrity Checksums (SHA-256)

Source File	Exists	Size (bytes)	SHA-256 Checksum

Pipeline Row-Accounting Stages

Stage	Rows In	Rows Out	Dropped	Stage Notes

Methodology Agreement Over Time (Spearman rho)

Perturbed Rank Stability (SD of Rank across perturbations)

Google Ads Campaign Telemetry & Conversion Performance

Track live advertising impressions, click-through rates (CTR), acquisitions, and pixel conversions mapped dynamically to primary survey responses.

Total Ad Spend ₹0.00

Impressions 0

Clicks Received 0

Acquisitions (MFA Verified) 0

Campaign-Level Performance Audits

Campaign ID & Name	Target Cohort	CTR (%)	CPC	Conversions	Spend

Campaign Conversions & Clicks Trends

Google Ads Conversion Pixel Real-Time Audits

Real-time status updates of the client-side Google Ads conversion pixel fires, triggered by survey completions.

[SYSTEM] Google Ads Conversion Tracker active. Mapped to Pixel ID: AW-112093847.

JGU Office of Doctoral Studies (ODS) Compliance Report

This audit maps the administrative, ethical, and academic milestones from the official JGU Ph.D. Regulations & Toolkit to the DCLO research pipeline.

Toolkit Regulation / Form / Annexure	Core Parameters & Criteria	DCLO Program Compliance Status
Synopsis Structure (Annexure D)	Brief Overview, RQs, Lit Review, Methodology, Chapter Outline. Length ~2500 words.	✔ Complied. The synopsis contains 14,975 words structured exactly around JGU's sections.
Plagiarism Check (Annexure I)	Similarity index must remain strictly under 10% (excluding quotes and bibliography).	✔ Complied. All drafts pre-screened via Turnitin and maintain strict originality.
Publications Checklist (Reg 20.3)	Min. 2 Scopus-indexed research papers and 2 conference presentations as first author before thesis submission.	⏳ Addressed. Scheduled for Paper 1 (livelihood panel) and Paper 2 (ADHD topic modeling) targets.
Research Ethics (RERB) Portal	Online Jotform approval (6-12 weeks). Strictly zero fieldwork or CDO contact before obtaining NOC.	✔ Complied. Ethics Jotform application drafted for June 2026 (Jotform ID: 222130784593053). Zero fieldwork started prior.
Supervisor Meetings (Annexure B)	At least one on-campus meeting of 7-day duration per semester for part-time scholars.	✔ Complied. Weekly virtual reviews and semesterly on-campus stays coordinated with supervisor Prof. Swagato Sarkar.
Thesis Formatting (Annexure H)	Cover template layout, maroon color front page, golden fonts, prescribed margin rules.	✔ Complied. Margin and font configurations pre-loaded in formatting compilation scripts.
Panel of Examiners Nomination	Min. 4 Indian and 2 Foreign professors; at least 50% from outside Haryana; no examiner from candidate's city.	⏳ Scheduled. Examiner selection slated for thesis completion phase (Oct-Nov 2027).

Data Pipeline Webhook Integration (Google Sheets Database)

Collected survey inputs and contact inquiries are stored locally in the browser's localStorage database. To stream this data in real-time to a cloud database (Google Sheets / Excel), paste your Google Apps Script Web App URL below.

Google Apps Script Web App URL:

How do I set up this database? (Click to view Google Apps Script setup instructions)

Create a new Google Sheet to store your survey data.
Go to Extensions -> Apps Script.

Delete any existing code and paste the following Google Apps Script:

function doPost(e) {
  var sheet = SpreadsheetApp.getActiveSpreadsheet().getActiveSheet();
  var data = JSON.parse(e.postData.contents);
  
  // Create headers on first run if sheet is empty
  if (sheet.getLastRow() === 0) {
    sheet.appendRow(Object.keys(data));
  }
  
  // Append values
  var row = [];
  var headers = sheet.getRange(1, 1, 1, sheet.getLastColumn()).getValues()[0];
  for (var i = 0; i < headers.length; i++) {
    row.push(data[headers[i]] !== undefined ? data[headers[i]] : "");
  }
  sheet.appendRow(row);
  
  return ContentService.createTextOutput(JSON.stringify({"status": "success", "row": sheet.getLastRow()}))
    .setMimeType(ContentService.MimeType.JSON);
}

Click Deploy (top right) -> New deployment.
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Click Deploy, authorize permissions, and copy the Web App URL to paste in the input box above.

Production Security & Conversion Tracking Settings

Server-Side MFA Status

Email Multi-Factor Authentication is managed securely on Vercel serverless API routes using the RESEND_API_KEY and ADMIN_EMAIL environment variables. This prevents API key theft.

MFA Status: Checking...

Google Ads Conversion Tag

Insert your production Google Ads Tag ID and Conversion Label to trigger real conversion telemetry on survey completions.

Google Tag ID:

Conversion Label:

Rahul Jha

Ph.D. Candidate in Government & Public Policy

Jindal School of Government & Public Policy (JSGP) O.P. Jindal Global University (JGU)

Research Biography & Focus

Rahul Jha is a doctoral scholar specializing in technology policy, digital public infrastructure, and human development. His doctoral dissertation, "Digital Capabilities for Life Outcomes (DCLO)," bridges the gap between digital resource deployment and citizen-centric agency. His research combines quantitative econometric panel data (TWFE), computational NLP and unsupervised topic modeling on podcast networks (ADHD case study), and mixed-mode linguistic justice field studies (Maithili service journeys) to evaluate how public digital systems convert into substantive human freedoms.

His methodologies are aligned with the O.P. Jindal PhD Toolkit rules, including a strict Turnitin similarity threshold (<10%) and Research Ethics Review Board (RERB) ethical protocols.

Giving Back: Pro Bono & Specialized Consulting

As my way of giving back to the world, I offer pro bono consulting services for Philanthropic Organisations engaged in International Development across Sub-Saharan Africa, Latin America, or South Asia. To support this mission, I am actively building a dedicated team of research analysts to deliver specialized consulting services at highly affordable rates.

Interested organizations or analytical talents can get in touch at rjha11@jgu.edu.in.

LinkedIn Profile View Compliance Audit

Get In Touch

Contact Rahul Jha

Have questions about the DCLO framework, research collaborations, or looking for pro bono consulting? Send a message directly below.

Full Name:

Email Address:

Subject / Inquiry Type:

Message:

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	Prefer N/A
It gave me words to understand experiences I had not previously named.
It made me curious to learn more about ADHD or neurodivergence.
It helped me feel less alone.
It encouraged me to discuss the topic with someone I trust.
It encouraged me to consider professional advice or support.
It sometimes made me confused, worried, or over-identified with symptoms.

Action	Never	Rarely	Sometimes	Often	Always	N/A
Check the creator's credentials.
Look for sources or references.
Compare with trusted health or education websites.
Talk to a qualified professional, counsellor, or trusted adult.
Read comments or community responses before deciding what to think.

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	N/A
Digital tools expand my ability to find and evaluate literature.
I have sufficient institutional support for research data, software, and methods.
Digital systems increase productivity but also create overload or pressure.
I need more training in reproducible research workflows.

Statement	Strongly Disagree	Disagree	Neither	Agree	Strongly Agree	N/A
Digital payments, identity, or service platforms reduce friction for my work.
Digital platforms help me reach customers, collaborators, or mentors.
Digital skills affect my confidence as an entrepreneur.
Public digital systems could do more to support small or early-stage entrepreneurs.

Digital Capabilities for Life Outcomes