Public Sentiment

Real-time sentiment tracking • Issue prioritization • Mood analysis

+0.42 Net Sentiment

Net Sentiment

+0.42

Congress favorability

↑10.5%vs last week

Data Points

12.4L

This week

↑23%vs last week

Positive Share

58%

Favorable mentions

↑8%vs last week

Trending Issues

Active topics

Political Anatomy — Electoral Context

Cycle 2 Data

Understanding the electoral landscape that shapes public sentiment

117

Total Assembly Seats

Majority: 59 seats

2027

Next Election

258 days remaining

79%

Seats Within Swing Margin

92 of 117 seats

16pp

AAP Vote Share Collapse

42% → 26% (2022-2024)

2022 Assembly Results

AAP92 seats (42%)

Congress18 seats (23%)

SAD3 seats (18%)

BJP2 seats (6%)

Regional Distribution

Malwa69 seats (59%)

Majha25 seats (21%)

Doaba23 seats (20%)

Drug Crisis Impact

Users6.6 Million

Youth Affected75%+

Overdose 2024106 deaths

NDPS Cases51,000+

Socio-Economic Sentiment Drivers (research-P2/10_socio_economic)

Economic distress is the #1 driver of voter anger and anti-incumbent sentiment

Youth Unemployment

19.3%

Top anger driver

State Debt

₹4.17L Cr

LAST in NITI FHI

Drug Users

6.6 Million

18% of population

Farm Debt

₹1.04L / 3L Cr

Short-term / Total agricultural debt

Youth Unemployment (15-29 yrs)19.3%

National Average: 14.3% — Punjab is 5pp higher

Debt-to-GSDP Ratio44.47%

Threshold: 25% — 1.78x over fiscal limit

Groundwater Extraction156.36%

115 of 153 blocks over-exploited

Punjab vs Haryana Economic Comparison

Metric	Punjab	Haryana	Gap
Per Capita Income	₹2,30,523	₹3,25,000	1.41x
Youth Unemployment	19.3%	14.8%	+4.5pp
State Debt/GSDP	44.47%	28.3%	+16.17pp
Groundwater Extraction	156%	112%	+44pp
HDI Rank	12	9	3 ranks lower

Per Capita Income

₹2,30,523

vs Haryana ₹3,25,000 (41% less)

Gini Coefficient

0.48

High income inequality

District Disparity

8.47:1

Highest vs lowest district PCI

Sentiment Impact: Economic distress (19.3% youth unemployment, ₹4.17L Cr debt) is driving Anger + Resignation emotions. 6.6M drug users and agrarian debt create powerful anti-incumbent narrative for Congress to exploit.

Local Issues: Majha (25 Seats) & Doaba (23 Seats) — MP1-Foundational

Region-specific issues ranked by voter priority — Research Date: 19 May 2026

Majha AAP 2022

17/25

seats won

Majha Congress 2022

3/25

seats won

Doaba AAP 2022

13/23

seats won

Doaba Congress 2022

7/23

seats won

MAJHA REGION — Top 5 Issues

Border Security | Drug Crisis | Water | Sacrilege

Border Farming Restrictions & Land Access

HIGH Priority

10-12 border seats affected | 21,500 acres farmer land + 10,000 acres govt land

Affected Villages

~220

Total Hectares

15-17 Lakh

Resolution

PARTIAL

Key Grievance: BSF gates open 9am-5pm (summer) / 10am-4pm (winter); 2 Kisan Guards per tractor; some villages (Chhina Bhidichand, Khalra, Vaan, Dhal in Tarn Taran) have fencing 1 km inside Indian territory

Central Govt blamed (BSF protocol)AAP blamed (slow implementation)

Drug Menace & Youth Addiction

EXTREME Priority

Tarn Taran (all 3 seats), Amritsar rural, Gurdaspur border belt | Worst district in Punjab

Deaths (32 days)

Hooch Deaths (5 yrs)

176

Arrests Claimed

992

Budget 2025-26

Rs 438 Cr

Crucial Data: 2020 Majha hooch tragedy killed 121 (80 in Tarn Taran alone). Methanol-based spurious liquor killed 27 in Majitha (May 2025). Drone drops from Pakistan routine in Tarn Taran/Amritsar border villages.

UNRESOLVEDCentre blamed (border sealing)State blamed (rehabilitation)

Groundwater Contamination — Arsenic & Uranium

SEVERE Priority

Amritsar (worst), Tarn Taran, Gurdaspur | Silent public health emergency

Samples Analysed

2,709

Exceed Arsenic Limit

16%

Uranium Contamination

62%

Arsenic Habitations

60%

Amritsar:Highest arsenic — 111 ppb found (safe limit: 0.05 ppm / 50 ppb). 44.10% of samples show "very high" health risk. Tarn Taran has highest uranium in Majha. Study published in Environmental Geochemistry and Health (2024).

UNRESOLVEDCGWB 2025 Data

Sacrilege Justice & Sikh Religious Sentiment

HIGH Priority

All Majha seats | Emotive, politically volatile, mobilises Sikh vote

Cases Since 2015

Convictions

ZERO

Law Passed Apr 2026

Life Imprisonment

AAP passed "Jagat Jot Sri Guru Granth Sahib Satkar (Amendment) Act" (Apr 2026) with life imprisonment — but ZERO past convictions achieved. Justice Ranjit Singh Commission findings still not acted upon.

PARTIALProspective law only

Spurious Liquor / Hooch Tragedies

HIGH Priority

Majitha (Amritsar), Tarn Taran seats, Batala (Gurdaspur) | Recurring, deeply emotional

Majitha Deaths (May 2025)

Majha Deaths (2020)

121

Total (5 Years)

176

UNRESOLVEDAAP blamed (excise policy)

DOABA REGION — Top 5 Issues

NRI Issues | Migration | Industry | Sugarcane

NRI Property Disputes & Diaspora Alienation

EXTREME Priority

All Doaba seats; especially Jalandhar rural, Kapurthala, Nawanshahr, Hoshiarpur

NRI Commission Complaints

50%

Actual Estimate

10x higher

MEA Complaints (2025)

140

Households Overseas

24%

Key Data: 80% of NRI complaints are land-related (illegal possession, forged documents, family conflicts). NRI Sabha in institutional crisis (ThePrint, Mar 2026). Canada-India diplomatic rift (2024-25) creating panic. US deportations hitting Doaba families hard.

UNRESOLVED24% households have overseas members (highest in Punjab)

Youth Unemployment & Migration Crisis

EXTREME Priority

All 23 seats | Existential for Doaba's demographic future

Assets Sold (2021-23)

Rs 5,636 Cr

Borrowed

Rs 14,342 Cr

Migrants Left After 2016

73%

Pressure Valve Closing:Visa tightening in Canada (2024), UK deportations, US removals. "Reverse dowry" system emerging — families finance women's IELTS/education as pathway for men to emigrate through marriage. Inability to migrate seen as social failure affecting marriage prospects.

UNRESOLVEDPAU Survey 2021-23

Sports Goods & Leather Industry Decline

HIGH Priority

Jalandhar (all 7 seats), parts of Kapurthala | Core economic identity of Jalandhar

India's Sports Goods

75%

Export Countries

100+

Employment

500,000+

Policy 2026

Released

Key Developments: Punjab Sports & Leather Manufacturing Policy 2026 (Jan 2026). MoU for R&D centre in Jalandhar (Jan 2026). Sports Technology Extension Centre announced (Dec 2025). Despite announcements, actual disbursement and infrastructure creation remains slow.

PARTIALNITI Aayog seminar held Jan 2026

Sugarcane Farmer Arrears & Sugar Mill Crisis

HIGH Priority

Kapurthala, Nawanshahr (SBS Nagar), Hoshiarpur rural seats | Recurring agitation cycle

Total Arrears

Rs 93 Crore

Pending from 2021-22

Rs 27 Crore

Key Data: BKU Doaba demanding reopening of closed sugar mills BUT only after arrears cleared (Nov 2025). Government mills in Nawanshahr and Kapurthala struggling with outdated infrastructure. Hoshiarpur and Nawanshahr also affected by seleniferous soils (PAU study, Dec 2025).

PARTIALBKU Doaba agitation intensifying

Industrial Decline & Lack of Private Investment

MEDIUM-HIGH Priority

Jalandhar, Kapurthala, Phagwara (industrial belt seats) | Slow-motion crisis

Key Dynamics:Capital flight to Himachal/Haryana. GT Road belt losing competitiveness. Kapurthala's rail coach factory is only major public-sector employer. Phagwara's industrial base eroding — sugar, paper, textile units shutting. Hoshiarpur's horticulture economy (Kinnow, mango, guava) needs processing infrastructure.

UNRESOLVEDDoaba Industrial Corridor needed

Cross-Cutting Themes

AAP Performance | Operation Sindoor | Migration Pressure

AAP Performance Perception (Majha + Doaba)

AAP MLAs Criticised Own Government (Mar 2025)

"Feels like Pakistan, ask Finance Minister for funds"

Congress Claim (Feb 2025)

30-32 AAP MLAs ready to switch sides

Delhi Loss Impact (Feb 2025)

Sent shockwaves through Punjab cadre; Mann rejected dissent claims

Block Elections (Dec 2025)

"Semi-finals" before 2027 — AAP vs Congress direct fight in Doaba

Operation Sindoor Impact (May 2025)

Blackouts

Amritsar, Gurdaspur, Tarn Taran — multiple nights

Schools Shut

5-6 border districts for extended periods

Farmers Impact

Unplanned evacuations, no compensation, crops damaged

Congress Opportunity: Demand border area compensation package and disaster relief framework

Migration as Political Pressure Valve

Historical Context:Emigration has acted as "pressure valve" for Jat Sikh discontent — without it, agrarian anger would explode politically (Frontline analysis). Canada/UK visa tightening + US deportations = pressure valve closing.

Canada

Visa tightening (2024)

Visa tightening

Deportations hitting families hard

Congress Strategy: Create local jobs AND protect migration pathways for those who choose them

Congress Strategic Positioning Summary

Majha (25 seats)

Target: 12-15 seats

Border Champion:Own border farmer issue — fence realignment, compensation, development package

Drug Rehabilitation:Not just interdiction — rehabilitation centres, youth engagement

Sacrilege Justice:Beyond AAP's prospective law — demand convictions for 97 past cases

Water Crisis:Make groundwater contamination visible — health camps, RO plants

Anti-Hooch:CBI inquiry into liquor mafia; excise policy overhaul

Doaba (23 seats)

Target: 12-14 seats

NRI Rights Champion:Fast-track courts, digital land records, property protection

Industrial Revival:Doaba Industrial Corridor, sports/leather policy execution

Sugarcane Justice:Clear arrears, modernise mills, cooperative ownership

Jobs at Home:Counter migration narrative with concrete employment programmes

Dalit Outreach:Doaba's high SC population needs targeted commitments

Weekly Sentiment Trend

+0.42

Current

+10.5%

Weekly Change

Party Vote Intention

2024 LS actual (CSDS-Lokniti) / 2026 estimate (current May 2026 surveys show Congress at 31-35%)

Congress

26% / 32% est.(2024 LS actual)

AAP

25% / 26% est.(2024 LS actual)

BJP

18.6% / 18% est.(2024 LS actual)

SAD

11.6% / 14% est.(2024 LS actual)

Others

18.8% / 10% est.(2024 LS actual)

BJP Warning: Vote share grew from 6.6% (2022) → 18.56% (2024) — nearly 3x in one cycle

AAP Governance: Claims vs Reality

Extracted from research-P3/aap-governance — 12 policy areas analyzed

AAP Healthcare: Mohalla Clinics

Free primary healthcare via 881 Mohalla Clinics — research-P3/aap-governance

Mohalla Clinics

881

Free primary healthcare centers

OPD Visits

5 Crore+

Over 5 crore patient visits

MMSY Coverage

Rs 10 Lakh

Per family insurance coverage

Congress Counter: Mohalla Clinics provide basic care but lack specialists, diagnostics, and emergency services. Advanced cases still require expensive private hospitals.

AAP Education: Schools of Eminence

Education sector investments — research-P3/aap-governance

NAS Ranking

National Achievement Survey rank

Schools of Eminence

118

Upgraded secondary schools

Teachers Recruited

14,525

New teacher appointments

Note: NAS #1 ranking based on government school performance. Private school results not included in this ranking.

Women Stipend: Rs 1,000/Month — 4 Years Delayed

Scheme announced March 2022, pilot program only starting April 2026 — affects 1.3+ crore women

Promise Date

March 2022

Announced in AAP's 2022 manifesto

Implementation

April 2026 (Pilot)

Only pilot started, full rollout delayed 4+ years

AAP Anti-Drug Campaign

NDPS Act enforcement statistics — research-P3/aap-governance

NDPS Cases

63,053

Total cases registered

Arrested

85,418

Individuals arrested

Heroin Seized

5,119 kg

Drug seizures under AAP

Users Affected

6.6 Million

Drug users in Punjab

Gap:Despite 63K+ cases and 85K arrests, drugs remain Punjab's #1 voter issue. 230K opioid-dependent, 106 overdose deaths (2024). Supply chains intact.

AAP Vote Share Collapse (2022-2026)

From wave victory to rapid erosion — A13 Research

2022 Assembly

42.01%

92 seats

Wave victory

2024 Lok Sabha

~26%

7/13 seats

Sharp collapse

2026 Surveys

26-28%

Projected

Congress at 31-35%

Women Voter Crisis: Rs 1,000/Month — 4 Years Delayed, 1.3+ Crore Women Affected — MP2-018, MP3-004

Most Exploitable AAP Vulnerability | Women: 1.01 Crore (47% of electorate) | AAP Women Loyalty 70-76% (HIGHEST) But Scheme Unfulfilled Since March 2022

Women Voter Landscape (MP2-003, MP2-018)

Women are AAP's most loyal demographic — but Rs 1,000/month promise remains unfulfilled

Women Electorate1.01 Crore (47%)

2022 Women Turnout71.91%

AAP Women Loyalty70-76% (HIGHEST)

Scheme Outlay (Budget 2026-27)Rs 9,300 Crore

Affected Women1.3+ Crore

Constituencies with Active Grievance94 of 117

Youth Voter Demographics (MP2-016, MP2-022)

Youth: AAP's MOST VULNERABLE demographic — 18-25% of 2022 youth voters exhausted

Youth (18-35) Share~40% of voters

AAP Youth Loyalty55-62% (LOWEST)

Exhausted AAP Youth Voters18-25%

Youth Unemployment19.3%

Rural Female Unemployment30.7%

AAP Vote Floor (May 2026)28-32%

Seat Projections (May 2026) - Informal Surveys

Non-scientific social media surveys — directional indicators only. No accredited polling data available. Source: Facebook videos, X posts

Congress

45-58seatsavg: 52

52%

AAP

28-37seatsavg: 33

33%

SAD

14-17seatsavg: 16

16%

BJP

9-12seatsavg: 11

11%

Note: Hung Assembly is high probability outcome per Punjab Today (Jan 2026). Anti-incumbency is real but unconverted — no unified alternative has crystallized.

Formal Predictive Analytics (MP10-001 & MP10-009)

Congress internal seat projection model — 45 observers, 3 surveys, MRP methodology

Hidden Observers

~3 per district across 23 districts

AICC Surveys

Bhupesh Baghel + Rahul Gandhi teams

Confidence Interval

±15-25 seats at state level

State-level projection

Methodology

MRP

Multilevel Regression + Post-Stratifcation

Scenario Planning (MP10-009)

Base Case (45-50% probability)

Congress:55-65

AAP:35-45

SAD+BJP:15-25

Hung Assembly, Congress largest single party, requires coalition support

Best Case for Congress (20-25%)

Congress:70-85

AAP:25-35

SAD+BJP:10-15

CM face announced early, opposition fragmentation (BJP solo + Amritpal splits Panthic)

Worst Case for Congress (25-30%)

Congress:18-30

AAP:60-75

SAD+BJP:8-12

AAP welfare reinforcement, Congress leadership vacuum, SAD-BJP alliance

Resource Allocation Tiers (MP10-001)

Tier 1 (High Winnability)

Resource: Maximum investment

Criteria: Survey score + observer assessment

Tier 2 (Medium Contestable)

Resource: Selective investment

Criteria: New candidates, targeted welfare

Tier 3 (Low Unlikely)

Resource: Minimal exposure

Criteria: Retain presence, save resources

Swing Voter Analysis (MP10-004)

Volatility & Margins

Seats within swing margin:79% (92/117)

Late swing factor:40-50% in final 2 weeks

NOTA 2022 (actual):0.71% (110,308 votes)

NOTA increase vs 2017:10x (0.07% → 0.71%)

Jalandhar Central:NOTA 953 > margin 247

2017→2022 Vote Swing

AAP:+27.9% (14.4%→42.3%)

Congress:-15.6% (38.5%→22.9%)

SAD+BJP:-7.6% (25.7%→18.1%)

Current Assembly Composition (May 2026)

117 seats total — confidence motion passed with 94 AAP MLAs

Party	Current Seats	2022 Result	Change
AAP	94	92 seats (42.01%)	Hold +2
Congress	16	18 seats (22.98%)	Lost 2
SAD	3	3 seats (18.38%)	Hold (post-split)
BJP	2	2 seats (8.0%)	Hold (going solo 2027)
BSP	1	0 seats	Gain 1
Independent	1	2 seats	Lost 1

2027 Contest Scenarios

Winning threshold varies by contest type — B18 Rumor Management Framework

Four-cornered contest

~20-22%

AAP vs Congress vs SAD vs BJP

Vote splitting lowers winning mark

Three-cornered (with combine)

~26-28%

AAP vs Congress vs BJP-SAD

Higher winning threshold

Hung Assembly probability

HIGH

AAP single largest but short of majority

Issue Priority Matrix

Drugs & NarcoticsNegative

Severity87%

Youth UnemploymentNegative

Severity72%

Farmer DistressNegative

Severity65%

HealthcareNegative

Severity45%

Power/ElectricityNegative

Severity38%

EducationNegative

Severity28%

Pesticide IssuesNegative

Severity42%

Stubble BurningNegative

Severity31%

Water CrisisNegative

Severity55%

GovernanceNegative

Severity42%

SC Voter Dynamics (32% of Punjab Population)

AAP won 29/34 SC-reserved seats in 2022 — A13 Research

Total SC Population

~32%

Highest proportion in India

AAP SC-reserved seats (2022)

29/34

85% of SC seats

Mazhabi Sikh (30% of SC)

SAD→AAP shift

Rural Malwa/Majha

Ravidasia (23-26% of SC)

Congress base

Doaba heartland

Ad-Dharm (11-15% of SC)

Congress/BSP

Most educated SC

Caste Census:AAP commissioned caste census April 2026 to assess SC aspirations amid conversion controversy (Christianity). Estimates range from "few thousand" (academic) to inflated political claims. Impact unknown.

Sentiment by Source

Source	Data Points	Congress %	AAP %	SAD %	Sentiment
WhatsApp Groups	45,200	52%	28%	10%	+0.62
Twitter/X	28,400	41%	38%	8%	+0.12
Facebook	32,100	44%	35%	11%	+0.28
Local News	8,500	48%	29%	14%	+0.45
Door-to-Door	15,200	51%	26%	12%	+0.71
Rally Feedback	12,400	58%	22%	9%	+0.82

CRITICAL: Youth Unemployment Crisis (PLFS Oct-Dec 2025)

Overall (15-29 years)

19.3%

vs 14.3% national avg

HIGH

Rural Combined

22.5%

Highest in north

CRITICAL

Rural Male

19.9%

vs 12.4% national

HIGH

Rural Female

30.7%

2x national avg (12.9%)

CRITICAL

Urban Combined

14.8%

vs 18.0% national

MODERATE

Labour Force Participation: 45.9% overall (male 66.3%, female only 22%). Worker Population Ratio: 37.1% (15-29 age group). Haryana improved to 12.4% — Punjab worsening vs improving.

CRITICAL: Farmer Debt — Most Potent Rural Economic Issue

Punjab ranked 3rd highest in farm debt (India) — Rs 2,03,249 per agri household (NSSO/Lok Sabha Aug 2025). Total outstanding debt: Rs 3 lakh crore (short-term: Rs 1.04 lakh crore). 89% of farm households are indebted. Institutional: 78.7% | Non-institutional: 21.3%. Agri growth: 1.9% p.a. (2004-05 to 2024-25) — far below Green Revolution rates. Cotton yield declined 18.4% (500→408 kg/ha). Rice area expanded 200,000+ hectares.

CRITICAL: Water & Environmental Crisis — Top-10 Voter Issue

115 of 153 groundwater blocks over-exploited (75%+, highest in India). Groundwater extraction at 156% of recharge rate. Water table declining 0.49 m/yr avg (46 cm/yr in Malwa). SYL Canal deadlocked since Jan 2026. 70%+ water sources contaminated. Cancer rates in Malwa: 90-110 per 100,000.

AAP's Broken Promise: 25 Lakh Jobs

AAP's 2016/2017 commitment: 25 lakh jobs in 5 years. As of 2026, this promise remains unfulfilled — youth unemployment has actually increased since AAP took office. (NDTV July 2016, The Hindu March 2026)

Congress Youth Candidates 2027

Punjab Youth Congress President Mohit Mohindra announced 60-70% youth candidates for 2027 (Jan 2026) — a structural commitment, not cosmetic.

First-Time Voter Turnout 2022

Only ~6 out of 10 first-time voters actually voted in Punjab in 2022 — significant activation gap. (Indian Express, March 2022)

Youth Migration Patterns (A24 Research)

Canada dream reversing — visa restrictions, deportation risk, diplomatic tensions

Students to Canada (2022)

136,000

~60% of all Indian students to Canada

Canada trend (2025-26)

Declining

35% cap, visa restrictions, deportations

Deportation risk

~9,000

Punjabi students/asylum seekers

New destinations

UK, NZ, Dubai

Shifting migration patterns

Political Impact: Families with overseas ties represent significant constituency. Changing migration patterns could shift political expectations. Disillusioned families (failed migration investments) may increase anti-incumbent sentiment.

Student Politics: Banned Since 1984 (A24 Research)

No student union elections on any Punjab campus for over 4 decades

Fact	Value	Note
Banned since	1984	Height of terrorism period
Congress 2018 promise	Never implemented	Announced but not restored
AAP government action	Not pursued	No action since 2022
Key reason	No party wants it	'Students = anti-establishment' per former PU VC

Campus-to-Politics Pipeline: Prem Singh Chandumajra (Akali), Brahm Mohindra (Congress), Partap Singh Bajwa (Congress), Kuljit Singh Nagra (Congress) — all started as student leaders.

Congress Youth Organization (A24 Research)

Punjab Youth Congress President

Mohit Mohindra

32yo, son of Brahm Mohindra, took office Aug 2023

National NSUI President

Vinod Jakhar

Appointed Feb 20, 2026 by Kharge

NSUI claimed membership

4 million

15,000 colleges (source: Wikipedia)

2027 youth quota

60-70 young faces

PPCC chief Warring announcement, Jan 2026

Factional Contest: Warring (non-Jat face Shuvam Sharma) vs Channi (Gagandeep Jalalpur) — reflects broader tension over SC/OBC representation. All top Punjab Congress positions held by Jats except Youth Congress president.

Voter Turnout Patterns (B36 Research)

Declining turnout benefits parties with older, more reliable voter bases

2022 Assembly

75.8%

Below 2017 (78.8%)

First-time voters 2022

~65-70%

Below state average

Rural body polls 2025

<50%

Disengagement signal

Engagement-Voting Gap: 40-50% of socially politically active youth do NOT vote. Social media engagement does not predict voting behavior. Campaign resource allocation should not be based on social media engagement alone.

AAP Youth Coalition 2022 (B36 Research)

AAP won 45-55% of youth (18-35) vote in 2022 — erosion signals in 2024-26

Youth (18-35) vote for AAP (2022)

45-55%

Exit polls post-election

AAP urban seats won

Better youth mobilization

2024-26 erosion signals

Declining

Social media engagement metrics

Viral Content Impact

Content affecting voter sentiment (verified)

Sidhu Moosewala 'Scapegoat' song

YouTube • 65M+

Negative for AAP

Mann Assembly 'drunk' video

Twitter/FB • 48hr trend

Negative for AAP

AAP Rajya Sabha defections

Twitter • National trend

Negative for AAP

Viral Content Metrics (A14 Research)

Sidhu Moosewala as political meme template — 65M+ views

Sidhu Moosewala 'Scapegoat' views

65M+

YouTube — April 2026 (second surge)

Pro Punjab Tv subscribers

1.51M

YouTube — Founded 2020

#Gaddar trending

National

Twitter — April 2026

Operation Lotus narrative

48hr trend

Facebook — April-May 2026

Moosewala "Gaddar" deployment: 1st surge (2023) after SYL canal statements by Sandeep Pathak. 2nd surge (April 2026) after 7 AAP Rajya Sabha MPs merged with BJP — Balkaur Singh reposted within hours.

Trending Hashtags & Narratives (A14 Research)

Hashtag	Deployed By	Period
#Gaddar / #Gaddari	AAP against defecting MPs	April 2026
#OperationLotus	AAP framing of BJP defections	April-May 2026
#FarmersProtest	Historical, resurfacing	2020-21
#sidhumoosewala	N/A	Ongoing

CRITICAL: Congress 'Missing' from Digital Narrative

The Tribune (April 7, 2026) — AAP and BJP dominated Punjab social media while Congress and SAD were absent from the conversation

Gap	Source	Impact
Congress 'missing' from narrative	The Tribune, April 2026	AAP/BJP dominated social media
Digital ground mobilization	District Congress president complaint	Drug menace not capitalized
Attacks 'lost bite'	Punjab BJP president observation	Failing to capitalize on AAP troubles

AAP Influencer Empowerment Policy 2023 (A14 Research)

Institutionalized paid social media amplification — effectively co-opting independent new media

Tier	Subscriber Threshold	Rate per Campaign
Category A (1M+ subscribers)	1M+ subscribers	Rs 8 lakh/campaign
Category B (500K-1M)	500K-1M	Rs 5 lakh/campaign
Category C (100K-500K)	100K-500K	Rs 3 lakh/campaign
Category D/E (10K-100K)	10K-100K	Progressively lower

Strategic Implication:Congress cannot compete on price. Must build authentic relationships with creators who believe in the vision — give content autonomy. Recruit, don't buy.

Social Media Penetration (B18 Methodology)

WhatsApp as primary voter contact channel — 85%+ urban, 70%+ rural

Platform	Penetration	Notes
WhatsApp	85%+	Primary voter contact channel
Facebook	~65% of social users	Regional groups
YouTube	~45%	Video comments
Instagram	~25%	Youth-heavy, growing
Twitter/X	~15%	Urban/elite

Emotional Drivers of Sentiment (B18 Methodology)

Affective dimension — emotions that drive voter behavior below conscious rationality

Anger

High

SYL canal, farmers' distress, unemployment

Fear

High

Security, religious harmony, economic stability

Betrayal

Very High

Broken promises, candidate betrayal

Resignation

Moderate

Youth emigration, political disillusionment

Hope

Moderate

Economic recovery, drug crisis resolution

Pride

High

Sikh pride, Punjabi language, agricultural heritage

Youth Voter Psychology & Enthusiasm (G24 Research)

CSDS-Lokniti data — voter contact and attitude patterns

51%

Contacted via WhatsApp/text/Facebook/X during campaign

44%

Wanted government change

86%

Say minority protection is government's duty

Note: Voter enthusiasm gap is UNFIXED — youth voter activation remains critical challenge

Youth Platform Preferences (18-35)

Where Punjab youth spend time — Video-first is critical

▶️YouTube

Primary news discovery for 18-35

Long-form + Shorts

📸Instagram

Social + Visual, influencer-driven

Reels + Stories

💬WhatsApp

Family/group communication

Text + Audio + Video

✈️Telegram

Growing among tech-savvy youth

Channels + Groups

Content Format Effectiveness

What resonates with Punjab youth — Video and humour win

HIGH

Video (Reels)

Short attention span + visual + audio + Punjabi = engagement

LOW

Text

Youth read headlines, rarely full articles

HIGH

Interactive

Polls/Q&A — creates participation, not just consumption

VERY HIGH

Memes/Humour

If it lands correctly — risky if it doesn't

Key Youth Influencers (Punjab 2026)

Named influencers for potential partnership — Congress must build own network

Name	Category	Platform	Notes
Karan Atwal	Content Creator	Instagram/YouTube	Social media creator, youth-focused
Shyna Choudhary	Influencer	Instagram	Miss India Punjab 2023, model
Kunwar Khanoura	Student Leader	Instagram	PU-NSUI leader
Parabjot Singh Gill	Student Leader	Instagram	NSUI candidate for PUCSC President
Anurag Dalal	Student Leader	Instagram	Won PUCSC President as independent, later joined NSUI

Strategic Note:Recruit, don't buy — partner with creators who believe in the vision. Give content autonomy.

Sentiment Velocity Thresholds (B18 Methodology)

Monitoring benchmarks for social media virality

Velocity Level	Threshold	Alert Status
Low	<10 mentions/hour	Normal monitoring
Rising	10-50 mentions/hour	Watch
High	50-200 mentions/hour	Active tracking
Viral	>200 mentions/hour	Crisis protocol

Rumor Management Response Times (G32 Framework)

Speed beats perfection — faster response prevents more damage

Stage	Target	Critical Threshold
Detection to Alert	<45 min	<90 min
Alert to Verification	<2 hrs	<4 hrs
Verification to First Response	<4 hrs	<8 hrs
Containment Target (Tier 2)	>85%	>70%

Core Principle: Speed is structural. Detection-to-alert target under 45 minutes. A fast, imperfect response prevents more damage than a slow, perfect one.

Pre-Bunking Categories (G32 Framework)

Pre-bunking is cheaper than reactive response — build resistance before rumor circulates

Historical Record

Green Revolution, 1984, minority empowerment

Policy Position

SYL canal, MSP guarantee, drug plan

Comparative

AAP delivery vs Congress, SAD betrayal

Vulnerability

Why Congress lost 2022, leadership renewal

Known Rumor Scenarios to Pre-Bunk (G32 Framework)

Priority pre-bunking content for 2027 campaign

Rumor Scenario	Risk Level	Pre-Bunk Strategy
Congress is Anti-Sikh	CRITICAL	Historical record, 1984 context, comparative
Congress Sold Out Farmers	HIGH	MSP in writing, farm laws opposition
All Parties Same / Nothing Will Change	HIGH	Concrete deliverables, specific commitments
Congress Can't Win / Strategic Voting	HIGH	Internal polling, voter contact data
Congress Leaders Are Corrupt	MODERATE	Reform documentation, comparative accountability

CRITICAL Pre-Bunk:"Congress is Anti-Sikh" — Most dangerous narrative. Origin: BJP-aligned media, AAP identity messaging, SAD historical claims. Requires historical record, 1984 context, and comparative framing.

7.3

MP7-003: Buzz Tracking & Velocity Analysis

Real-time monitoring with 3,450+ keyword taxonomy

Keyword Taxonomy

Total Keywords:3,450+ keywords

• Policy (840)

• Leadership (620)

• Issue-based (1,100)

• Anti-corruption (450)

• Regional (440)

PunjabiHindiEnglishDialectal variations

Velocity Alert Levels

Level 1 (Baseline)<100/hour

Level 2 (Elevated)100-500/hour

Level 3 (High)500-2,000/hour

Level 4 (Critical)>2,000/hour

Crisis (Black Swan)Viral velocity

Alert Thresholds & Response Times

GREEN

Threshold: Baseline

Response:

ORANGE

Threshold: 3x spike + 20% neg shift

Response: <30 min to war room

RED

Threshold: Death clusters / Viral crisis

Response: <15 min - leadership alert

Data Sources & Weight

Social Media

40%

Facebook, X, Instagram, YouTube, TikTok

News Media

25%

Digital news, regional papers, TV

WhatsApp/Telegram

20%

Group forwards, channels

Ground Reports

15%

Booth-level feedback, rallies

7.4

MP7-004: Emotion Analysis & Segment-Wise Tracking

Affective dimension analysis — emotions driving voter behavior

Primary Emotion Drivers

Anger

Very High (85%)

Triggers: Broken promises, Drug crisis, Unemployment, SYL canal

Actionable: Yes — channel into policy critique

Fear

High (72%)

Triggers: Security, Religious harmony, Economic stability, Job loss

Actionable: Yes — security narrative

Betrayal

Very High (81%)

Triggers: Candidate defection, Broken commitments, Leadership vacuum

Actionable: Yes — trust rebuilding

Resignation

Moderate (58%)

Triggers: Youth emigration, Political disillusionment, Cynicism

Actionable: Difficult — hope messaging required

Hope

Moderate (52%)

Triggers: New leadership, Policy promises, Change narrative

Actionable: Yes — amplify aspirational

Pride

High (76%)

Triggers: Sikh pride, Punjabi language, Agricultural heritage, Cultural identity

Actionable: Yes — heritage celebration

Segment-Wise Emotion Analysis

Voter Segment	Primary Emotion	Intensity	Shift Direction
Urban Youth (18-25)	Anger + Resignation	Very High	AAP→Congress or NOTA
Rural Youth (18-35)	Anger + Betrayal	High	AAP→Congress (drug crisis)
Women (All)	Frustration + Hope	High	AAP loyal but disappointed
SC Voters	Betrayal + Anger	Very High	AAP→Congress (Mazhabi)
Jat Farmers	Anger + Resignation	High	SAD/BJP or Congress
Urban Middle Class	Cynicism + Betrayal	High	AAP→BJP or Congress
NRI Community	Anger + Pride	Very High	Pro-Congress (historical)

Emotion Trigger Points

Candidate Selection

Emotion: Excitement or Betrayal

Impact: HighWhen: Ticket announcement

Rally/Event

Emotion: Hope or Anger

Impact: MediumWhen: During event

Social Media Viral

Emotion: Anger or Pride

Impact: HighWhen: 48-72 hours

News Story

Emotion: Fear or Trust

Impact: MediumWhen: 24-48 hours

Defection/Joining

Emotion: Betrayal or Welcome

Impact: Very HighWhen: Immediate

7.4

MP7-004: Rumor Management Framework

Detection → Verification → Response → Containment

Response Time Targets

<45 min

Detection → Alert

<2 hrs

Alert → Verification

<4 hrs

Verification → Response

>85%

Containment Target (Tier 2)

Response Playbook

Detect

Social listening + keyword alerts

SLA: <15 min

Verify

Fact-check team + ground truth

SLA: <2 hrs

Amplify

Pre-bunking content + influencer network

SLA: <4 hrs

Contain

Counter-narrative + official response

SLA: <8 hrs

Learn

Post-incident analysis + update playbook

SLA: 24 hrs

Known Rumor Scenarios (Priority Pre-Bunk)

Rumor	Risk	Probability	Mitigation
Congress is Anti-Sikh	CRITICAL	85%	Historical record, 1984 context, comparative
Congress Sold Out Farmers	HIGH	70%	MSP in writing, farm laws opposition record
All Parties Same / Nothing Changes	HIGH	75%	Concrete deliverables, specific commitments
Congress Can't Win / Strategic Voting	HIGH	80%	Internal polling data, voter contact evidence
Congress Leaders Are Corrupt	MODERATE	60%	Reform documentation, accountability frameworks

CRITICAL:"Congress is Anti-Sikh" narrative requires immediate pre-bunking. Probability 85%, Impact Severe. Historical record + 1984 context + comparative framing required before narrative gains traction.

Formal Seat Projections — Cycle 1 (MP10)

Congress Internal MRP Model | 45 Observers | ±15-25 seats

Congress Range

45-58

Low to High

AAP Range

28-37

Low to High

SAD Range

14-17

Low to High

BJP Range

9-12

Low to High

Three-Scenario Model

Base Case (45-50%):Hung Assembly

Congress:55-65 seats

Best Case (20-25%):Congress majority

Congress:70-85 seats

Worst Case (25-30%):AAP landslide

Congress:18-30 seats

Vote Share Forecast

Congress:30-33%

AAP:26-27%

SAD:19-20%

BJP:13-14%

Key Insight: Congress needs CM face announcement by Oct 2026 to lock in Base Case. Late announcement risks sliding toward Worst Case as anti-incumbency converts to indecision. MRP methodology shows 79% of seats within swing margin.

Governance Satisfaction Barometer — AAP Government (2022-2026)

MP1-Foundational Scan | Research Date: 19 May 2026 | Classification: Strategic Intelligence

Executive Summary:Public satisfaction with the Bhagwant Mann-led AAP government has undergone a steep decline from the euphoric post-election high of March 2022. While the government retains a single credible achievement (free electricity), it faces deep dissatisfaction on the issues that matter most: drug eradication, employment, women's welfare, and corruption-free governance. The 2024 Lok Sabha results (AAP won only 3 of 13 seats) serve as the most authoritative satisfaction proxy.

Overall Satisfaction

~40%

Down from 85% in Q1 2022

Drug Eradication

15-20%

AAP's broken #1 promise

Youth Unemployment

19.3%

Rural: 22.5%

CM Mann Approval

42-45%

Down from 80% in Mar 2022

Satisfaction Trend (2022-2026)

85%

Q1 2022

70%

Q4 2022

55%

Q3 2023

42%

Q1 2024

38%

Q4 2024

35%

Q2 2025

40%

Q4 2025

42%

Q1 2026

Issue-wise Satisfaction (sorted by level)

Free Electricity

72%HIGH

Education

42%MODERATE

Infrastructure

42%MODERATE

Women's Welfare

32%LOW

Healthcare

32%LOW

Farmer Welfare

27%LOW

Law & Order

27%LOW

Corruption-Free

22%LOW

Employment

22%VERY_LOW

Drug Eradication

17%VERY_LOW

Demographic Satisfaction

Youth (15-29)

Most eroded - AAP's strongest base

17%↓

Women

Delayed Rs 1000 scheme

32%↓

Jat Sikh (20%)

Farm distress, drug crisis

32%↓

SC (31.9%)

Congress base returning

32%↓

Urban

Propped by electricity

42%↓

Lok Sabha 2024 Results (June)

Congress7/13

AAP3/13

SAD1/13

Independents2/13

Key: AAP won only 3 seats as incumbent — Congress maintained 7 despite multi-cornered fight

Key Anti-Incumbency Indicators

Drug crisis failureCore promise broken

Lok Sabha 2024 (3/13 seats)Anti-incumbency confirmed

Youth unemployment 19.3%Demographic erosion

Rural turnout 48.4% (lowest since 2008)Voter disengagement

Rs 1000 delayed 4 yearsWomen demographic erosion

7 MPs defected (Apr 2026)Internal party collapse

10+ ministers dropped/arrestedCorruption taint

Social media spending scandalTransparency concerns

Strategic Implications for Congress

• AAP's floor: ~35-40% re-election willingness (40-50 seats, down from 92 in 2022) — Congress needs 59+ for majority

• #1 Attack Vector: Drug crisis — AAP promised to end in 4 weeks; 4 years later it's worse. Resonates across ALL demographics

• Women voters: Winnable — 4-year delay on Rs 1000 is a betrayal narrative. Congress should announce superior package

• Youth crisis: 19.3% unemployment at crisis level — need credible employment plan, not just government jobs

• Mann vs Government: Mann's personal approval (42-45%) exceeds government satisfaction (38-42%) — focus on failures, not person

• Proof of concept: 2024 Lok Sabha proves AAP is beatable — Congress recovered from 2022 low of 18 seats

• Historical pattern: No Punjab government won 3 consecutive terms — anti-incumbency building but not yet decisive

CM Bhagwant Mann Approval Trend

Period	Approval	Notes
Mar 2022	80%	Massive personal mandate from Sangrur
Late 2022	65%	Electricity success helped
Mid 2023	50%	Drug crisis; remote-controlled by Kejriwal perception
Early 2024	40%	Lok Sabha loss damaged credibility
Late 2024	38%	Delhi AAP collapse; seen as Kejriwal's deputy
Mid 2025	42%	Image-building efforts; tough administrator push
Early 2026	45%	Guarantees fulfilled narrative

Data Gaps (VERIFICATION_NEEDED): Independent satisfaction survey (2025-2026) NOT FOUND | Canal irrigation 22%→70% AAP claim | 49% road accident reduction AAP claim | 65,264 jobs claim | Rs 10.59 crore social media spending allegation

Synthesis Intelligence Overview

Documents Validated

Track A: 25 + Track B: 43

Quality Pass Rate

97%

EXEMPLARY

Critical Gap Categories

Require immediate attention

Tier 1 Critical Gaps

Immediate remediation

Tier 1 Critical Gaps (Require Immediate Remediation)

1AAP Governance Delivery Audit (Seat-Level)

2Constituency-Level Margin Analysis

3Booth-Level Voter Roll Analysis

4Real-Time Sentiment Tracking Infrastructure

5Exit Poll Design & Previous Accuracy Analysis

Tier 2 Gaps (Short-Term Remediation)

1Media Warfare Capacity Assessment

2Dera Endorsement Impact Quantification

3AAP Voter Switcher Profile

4Election Violence & Security Intelligence

5Congress Voter Enthusiasm Gap

Gap Severity Matrix (Top Critical Items)

Gap	Severity	Impact	Priority
AAP governance delivery audit	CRITICAL	Decides 30-40 seats	IMMEDIATE
Real-time sentiment tracking	CRITICAL	Campaign calibration	IMMEDIATE
Constituency margin analysis	CRITICAL	Resource allocation	IMMEDIATE
Booth-level voter roll analysis	CRITICAL	Ground game	IMMEDIATE
Party propulsion current research	CRITICAL	Base mobilization	SHORT-TERM
Media sentiment current research	CRITICAL	Narrative warfare	SHORT-TERM
Perception strategy current research	CRITICAL	Campaign positioning	SHORT-TERM