Constituency Proliferation

117 Assembly constituencies • Booth-level targeting • Regional analysis

117 ACs Active

Total Constituencies

117

Assembly seats

Booths

23,847

Across 117 ACs (ECI data)

Avg Voters/Booth

906

Per booth (2.16Cr voters)

SC Reserved Seats

Out of 117 total ACs

Socio-Economic Crisis Impact on Constituencies (research-P2/10_socio_economic)

Economic distress driving voter anger across 117 assembly constituencies

Youth Unemployment

19.3%

Ages 15-29 (CRITICAL)

State Debt

₹4.17L Cr

LAST in NITI FHI

Drug Users

6.6 Million

18% of population

Groundwater

156%

Over-exploited

Youth Unemployment (15-29 yrs)19.3%

vs National Average 14.3% — 5pp higher in Punjab

Debt-to-GSDP Ratio44.47%

Fiscal limit: 25% — Punjab is 1.78x over limit

Groundwater Extraction156.36%

115 of 153 blocks over-exploited — agricultural crisis

Punjab vs Haryana Economic Comparison

Metric	Punjab	Haryana	Impact
Per Capita Income	₹2,30,523	₹3,25,000	41% less
Youth Unemployment	19.3%	14.8%	+4.5pp higher
State Debt/GSDP	44.47%	28.3%	+16.17pp higher
Groundwater	156%	112%	Over-exploited
HDI Rank	12	9	3 ranks lower

Per Capita Income

₹2,30,523

vs Haryana ₹3,25,000

Farm Debt

₹1.04L Cr

Avg ₹2.03L/household

HDI Rank

0.740

Rank 12 among states

Gini Coefficient

0.48

High inequality

Constituency Impact: Economic crisis affects all 117 ACs. Youth unemployment (19.3%) drives anger in urban seats. Farm debt and groundwater crisis hit rural Malwa hardest. Drug crisis (6.6M users) is the #1 issue in 40+ rural seats. Anti-incumbent sentiment is high across all constituencies.

2022 Assembly Election Results

AAP won 92 seats with 42.01% vote share • Congress collapsed to 18 seats

AAP Dominance

92↑

AAM AADMI PARTY (AAP)

42.01%

18↓

CONGRESS

22.98%

3↓

SHIROMANI AKALI DAL (SAD)

18.38%

2↓

BHARATIYA JANTA PARTY (BJP)

18.56%

AAP Vote Collapse Warning

AAP vote share collapsed from 42.01% (2022) to ~26% (2024 Lok Sabha) — losing 16 points in 2 years

BJP Growth Trajectory (Zero Lok Sabha Seats)

9.63% (2019) → 18.56% (2024) = +8.93 points growth • Led 24 assembly segments

2027 Target

Year	Vote Share	Lok Sabha Seats
2019	9.63%	0
2024	18.56%	0

2027 Assembly Prediction

12-18 Seats

BJP projected seats based on growth trajectory

Assembly Segment Control

24 Segments

BJP led despite 0 LS seats (2024)

Caste & Demographic Composition

Punjab's electorate is predominantly rural (66.7%) with significant caste diversity

SC (Scheduled Caste)32%

Jat Sikh21%

OBC (Other Backward Classes)31%

Hindu (General)38%

Key Demographics

Rural Population66.7%

Urban Population33.3%

First-Time Voters12-14 Lakh

Women Voters Target₹1,000/mo

Women cash scheme launched April 2026 — pilot program targeting female voters

Regional Constituency Distribution

Malwa(Central/South Punjab)

69 ACs

~236752L voters per constituency

Majha(Pakistan border, Central)

25 ACs

~236752L voters per constituency

Doaba(Dual river region)

23 ACs

~236752L voters per constituency

Powadh(Punjab-Haryana border)

10 ACs

~236752L voters per constituency

Malwa Alert: AAP won 66/69 Malwa seats in 2022 (96% win rate). BJP now leading 24 assembly segments despite 0 LS seats.

Constituency Type Breakdown

Urban

City constituencies

33.3%

Rural

Village constituencies

66.7%

Key Target

12 urban seats are swing constituencies with <5% margin

Constituency Crisis Indicators

Critical issues impacting voter sentiment and turnout

Groundwater Extraction157%

115/153 blocks over-exploited

Drug Users6.6M

106 overdose deaths (2024)

Farmer Debt₹2.03L

Per household average

Youth Unemployment18.8%

Ages 15-29

Critical Infrastructure Alert

Uranium contamination: 53% water samples in Malwa exceed safe limits. Groundwater extraction at 157% — 115 of 153 blocks over-exploited.

Top 10 Flip Opportunity Seats

Narrowest margins from 2024 Lok Sabha — highest conversion potential

Priority Targets

Constituency	Margin	Winner (2024)	District
Dera Baba Nanak	5,699	AAP	Gurdaspur
Ferozpur	3,242	Congress	Ferozpur
Jalandhar	1,76,000	Congress	Jalandhar
Bhattinda	52,584	SAD	Bathinda
Gurdaspur	72,847	Congress	Gurdaspur
Ludhiana	20,942	Congress	Ludhiana
Amritsar	40,146	Congress	Amritsar
Fatehgarh Sahib	34,202	Congress	Fatehgarh Sahib
Khadoor Sahib	Won	IND	Tarn Taran
Faridkot	Won	IND	Faridkot

Critical Margins

3 Seats

Under 10,000 votes

Low Margins

4 Seats

Under 75,000 votes

IND Seats

2 Seats

Khadoor Sahib, Faridkot

Congress MLA Safety Audit

Only 3-4 of 18 Congress MLAs are "safe" • Sukhpal Singh Khaira denied ticket (ED case)

18 MLAs Total

MLA Name	Constituency	Margin/Safety	Status
Sukhjinder Singh Randhawa	Dera Baba Nanak	466	Critical
Sukhpal Singh Khaira	Bholath	N/A	Denied Ticket
Jagbir Singh	Nakodar	1,200	Critical
Parminder Singh	Moga	2,100	Low
3-4 Others	Various	3000-5000	Moderate

Most Vulnerable

Sukhjinder Singh Randhawa (Dera Baba Nanak) won by only 466 votes in 2022 — the narrowest margin among all Congress MLAs. Dera Ballan influence is critical in this seat.

Informal Power Centres

Deras, religious bodies, and economic networks that influence voting patterns

Key Stakeholders

Dera Sachkhand Ballan

20+ lakh followers

Critical

Doaba19 seats influenced

SGPC (Shiromani Gurdwara Prabandhak Committee)

Sikh community followers

High

State

Arhtiyas (Commission Agents)

15,000 followers

High

State

Bishnoi Gang (Lawrence)

Criminal network followers

Medium

South Punjab

Dera Sachkhand Ballan — Critical for Congress

20+ lakh followers • Controls 19 Doaba seats • Sukhjinder Singh Randhawa most vulnerable at 466 votes • NRI influence strong in Doaba region

Infrastructure & Development Metrics

Rs 16,209 Cr road program • 37 NH projects delayed • 4 stalled

Road Development44,920 km

₹16,209 Cr

NH Projects Delayed37

4 stalled projects

Malwa Uranium Contamination53%

Water samples exceed limits

Road Program

44,920 km

Under development

NH Projects

Delayed projects

Stalled Projects

National highways

Uranium Risk

53%

Water contamination

Welfare Schemes & Voter Outreach

SVEEP reaches 30-40% • Booth sevak strategy: 25,000 planned under Panna Pramukh model

Women Cash Transfer

₹1,000/month

Launched April 2026

SVEEP Outreach

30-40%

Voter education program

First-Time Voters

12-14 lakh

Eligible voters

Booth Sevak Strategy

Congress plans 25,000 booth sevaks under Panna Pramukh model. Target: 8-10 booth-level agents per booth for 100% coverage across 23,847 booths.

Issue Salience Matrix

12 issue categories measured via surveys, social media, news, KII, and focus groups

12 Categories

Drug CrisisCritical

6.6M users

Groundwater/EnvironmentCritical

115/153 blocks

Farmer Debt ReliefHigh

100% rural households

UnemploymentHigh

18.8% youth

Health InfrastructureMedium

Rural areas

Road InfrastructureMedium

44,920 km

Sacred Religious SitesMedium

597 cases pending

Caste PoliticsMedium

32% SC population

Regional Issue Signatures

Malwa

Drug crisis, groundwater, farmer debt

Majha

Border security, drug trafficking, unemployment

Doaba

Dera influence, NRI remittances, youth unemployment

2024 Lok Sabha Results — Punjab

Congress 7 | AAP 3 | SAD 1 | BJP 0 | IND 2 • Vote share: BJP 18.56%, Congress 22.98%, AAP 26%

Lok Sabha Seat	Winner	Margin	Trend
Gurdaspur	Congress	72,847	INC
Amritsar	Congress	40,146	INC
Khadoor Sahib	IND (Amritpal Singh)	Won	AAP→IND
Jalandhar	Congress (Channi)	1,76,000	INC
Hoshiarpur	Congress	Won	INC
Anandpur Sahib	AAP	Won	AAP
Ludhiana	Congress (Warring)	20,942	INC
Fatehgarh Sahib	Congress	34,202	INC
Faridkot	IND (Khalsa)	Won	IND
Ferozpur	Congress	3,242	INC
Bathinda	SAD	52,584	SAD
Sangrur	AAP (Meet Hayer)	1,73,000	AAP

Congress Vote Share

22.98%

AAP Vote Share

26%

BJP Vote Share

18.56%

SAD Vote Share

18.38%

LS 2024 Electoral Data (Cycle 2)

2.14 crore voters | 62.80% turnout | Vote share shifts | By-election results

Total Voters

2.14 Cr

LS 2024

Turnout

62.80%

LS 2024

First-Time Voters

5.38 L

New registrations

Congress LS Seats

AAP LS Seats

BJP LS Seats

Vote Share Shift (2022 Assembly vs 2024 LS)

Congress-13.82pp

AAP+18.16pp

BJP+8.93pp

SAD-14.03pp

Assembly Segment Leads (2024 LS)

Congress Leads

AAP Leads

BJP Leads

By-Election Results (AAP net +2 seats)

Seat	Result	Net Change
Jalandhar West	AAP win	+1 AAP
Gidderbaha	AAP win	+1 AAP
Tarn Taran	AAP win	+1 AAP (from Congress)

Current Assembly Composition (117 seats)

AAP

seats

INC

seats

SAD

seats

BJP

seats

BSP

seats

IND

seats

Note:Assembly composition reflects post-defection state. AAP 94 includes original 92 + 2 (Chog 1,IND 1). Congress reduced from 18 to 16 after Jakhar brothers' resignation.

Booth-Level Strategy

• 23,847 total booths across 117 ACs
• 8-10 booth-level agents per booth
• Target: 100% booth coverage
• Real-time turnout monitoring
• First-hour & last-hour focus
• Congress: 25,000 booth sevaks planned

Margin Analysis

• Safe seats: 45 (margin >10%)
• Target seats: 38 (margin 5-10%)
• Swing seats: 34 (margin <5%)
• Requires: 60+ for majority
• 12 urban seats <5% margin

Critical Metrics

• Voter slip distribution
• Booth capture probability
• Agent deployment ratio
• EVM management score
• Dera influence: 19 Doaba seats

Electoral History: Congress vs AAP Seat Share

2017 AssemblyCongress 77 | AAP 18

2022 AssemblyAAP 92 | Congress 18

2024 Lok SabhaCongress 7 | AAP 3

2027 Assembly Prediction

Congress

40-50

AAP

45-55

BJP

12-18

SAD

8-12

Based on BJP growth trajectory and AAP vote collapse

SGPC & Religious Politics

SGPC elections frozen since 2011 • SAD controls SGPC • Akal Takht-May 2026 conflict

Sacred Sites

Sacrilege Cases

Total Cases

597

Conviction Rate

Convictions

Jaagat Jot Act 2026: Life imprisonment for sacrilege

SGPC Control

Shiromani Akali Dal (SAD) has controlled SGPC since 2011. SGPC controls gurdwaras and Sikh religious institutions.

Akal Takht-May 2026 Conflict: Direct confrontation between SGPC and state government.

MP10-006 Regional Caste Bloc Predictions

Malwa 69 | Majha 25 | Doaba 23 seats with Dera influence analysis

Malwa (69 seats)

Total Seats69

Congress 202211-12

Target 202730-35

Dera Influence12-18%

Sikh-majority region. Drug crisis, groundwater critical. AAP's strongest region.

Majha (25 seats)

Total Seats25

Congress 20224

Target 202710-12

Dera InfluenceMinimal

Border region. Channi's weakness (Jat-Sikh ceiling). BJP organizational presence.

Doaba (23 seats)

Total Seats23

Congress 20222-3

Target 20278-10

Dera InfluenceHigh

NRI belt. 9,000+ deras concentrated. Channi's Dalit base strongest here.

Dera Network Analysis

Dera Sachkhand Ballan

20+ lakh followers | 19 seats

Dera Influence Range

12-18% in Dera-concentrated areas

NRI Remittance Chain

5-8x family vote multiplier

Key Insight:Congress must expand beyond Channi's Dalit base (Doaba) into Jat-Sikh dominant Malwa and Majha regions. Regional candidate archetype vs national candidate strategy critical for 2027.

MP10-003: Constituency Prediction Engine

Win probability calculations • Confidence tiers • Marginal seat thresholds

Win Probability Calculation

Formula: P(win) = f(vote_share, historical_swing, candidate_quality_index, local_issue_score)

Method: CVM-weighted responses + booth-level sampling

Accuracy Track Record: 60% within margin of error (Berkeley Haas study)

Confidence Tier Classification

Safe (>10% lead)85-95%

Likely (5-10%)65-80%

Lean (1-5%)52-65%

Tossup (<1%)40-55%

Marginal Seat Alert Thresholds

Narrow Margin (<5% MOV)

Competitive

Very Marginal (<3% MOV)

Highly Competitive

Extremely Marginal (<1% MOV)

Tossup

Congress Survey Timeline: 3 independent surveys (mid-May to July 2026) • Hidden observers deployed (45 from outside Punjab) • Winnability is sole ticket criterion

MP10-006: Regional Caste Bloc Prediction

Malwa • Majha • Doaba regional voting patterns • Dera influence quantification

Malwa (69 seats)

AAP 202730-38

Congress 202715-22

SAD+BJP 202710-15

Key: Drug crisis, agrarian distress, zamindari networks

Majha (25 seats)

Congress 202710-12

AAP 20274-6

SAD+BJP 20278-12

Key: Religious identity, border security, Hindu consolidation

Doaba (23 seats)

Congress 20278-10

AAP 202710-12

SAD 20272-4

Key: Dalit consolidation, Dera Ballan, NRI remittance

Dera Vote Influence (Combined: 12-18% of SC electorate)

Dera Sachkhand Ballan

350,000-500,000

Stable | Doaba 15-18 seats

Dera Sacha Sauda

100,000-200,000

Declining | Post-conviction

Other Deras Combined

50,000-100,000

Stable

2027 Caste Vote Prediction: SC (31-33%): AAP 35-40%, Congress 25-30%, SAD 15-20%, BSP 5-8% | Jat Sikh (20-22%): SAD 35%, AAP 30%, Congress 25% | OBC (15-18%): AAP 40%, Congress 35%, SAD+BJP 25%

MP10-003: Marginal Seat Thresholds

Congress must win swing seats - narrow margin analysis for targeting

<10% margin

Contested seats requiring targeted outreach

<5% margin

High-priority marginal seats

<2% margin

Extremely narrow margins - decisive battleground

Strategic Implication:9 seats with <2% margin are essentially coin flips - winning these requires maximum ground game intensity

SC Reserved Seats Analysis

34 SC seats | 31.9% SC population | Dalit vote bank critical

Malwa20 seats

58.8%

Bathinda, Moga, Ferozpur, Sangrur, Barnala, Mansa, Patiala

Doaba8 seats

23.5%

Jalandhar, Hoshiarpur, Kapurthala, SBS Nagar

Majha6 seats

17.6%

Gurdaspur, Amritsar, Tarn Taran

2022 SC Seat Performance by Party

Party	Seats Won	Percentage
AAP	23-28	68-82%
Congress	3-5	9-15%
SAD	2-3	6-9%
BJP	0	0%
Others	1-2	3-6%

Mazhabi Sikhs

30%

Malwa, Doaba

Congress (traditional), AAP (growing)

Ravidasias

24%

Malwa, Doaba

Congress, BSP (historical)

Ad Dharmis

11%

Doaba

BSP (traditional)

Ramdasias

Spread

Congress

Valmikis

Urban

Congress (Hindu Dalit)

Channi Factor

Punjab's first Dalit CM (Charanjit Singh Channi) elevated in Sept 2021. Despite losing both seats in 2022, his Ravidasia identity remains a key variable for Congress's Dalit coalition strategy in 2027.

Border Constituencies Analysis

22 border seats | 553km with Pakistan | Drug smuggling routes

GurdaspurCRITICAL

10 seats

Drug smuggling, drone deliveries

Tarn TaranHIGH

6 seats

Panthic politics, drug routes

AmritsarHIGH

9 seats

Cross-border smuggling

Ferozpur/FazilkaCRITICAL

8 seats

Drone deliveries, agriculture distress

MuktsarMEDIUM

3 seats

Border farming issues

Drone-Based Smuggling (NCB Data)

Drone Sightings Along Indo-Pak Border

2021202220232024

Critical Threat

5,967%

Increase in drone smuggling (2021-2024)

45% of India's heroin trade occurs in Punjab

Key Border Seats

Tarn Taran (AC-21)36.2% AAP (2025 bypoll)

Khadoor Sahib LSAmritpal Singh (IND) from prison

Ferozpur/FazilkaDrone delivery hub

Urban Constituencies Analysis

25-28 urban seats | Ludhiana, Jalandhar, Amritsar, Patiala, Mohali, Bathinda

Ludhiana8 seats

1.3M+

Industrial decline, unemployment

Jalandhar4 seats

731K

Youth unemployment, urban decay

Amritsar5 seats

909K

Tourism decline, border security

Patiala2 seats

387K

Urban infrastructure

Mohali3 seats

793K

Floating voters, development

Bathinda1 seats

229K

Urban migration, drug crisis

2022 Urban Results Summary

AAP Urban Seats~90%+ won

Congress Urban Seats2-3 seats

SAD Urban Seats0 seats

BJP Urban Seats0 seats

Urban Voter Priorities

1Youth unemployment (22-38%)

2Urban infrastructure decay

3Municipal governance quality

4Healthcare & education

Ludhiana Urban Assembly Segments (8 seats)

Segment	Electors	Winner 2022	Party	Margin
Ludhiana East	217,728	Congress	INC	Narrow margin
Ludhiana Central	158,931	Ashok Prashar (Pappi)	AAP	From INC
Ludhiana West	182,455	AAP	AAP	AAP won
Ludhiana North	205,063	AAP	AAP	AAP won
Gill (SC)	273,104	AAP	AAP	AAP won

NRI Voter Impact

Diaspora influence | Remittance-driven politics | Doaba highest NRI density

DoabaHighest

Remittance Influence

5-8x family vote multiplier

Political Impact: Significant

MalwaHigh

Remittance Influence

3-5x family vote multiplier

Political Impact: Moderate

MajhaModerate

Remittance Influence

2-3x family vote multiplier

Political Impact: Moderate

NRI Voter Registration Crisis

Only 393 registered NRI voters in Punjab (2019). NRIs exert influence through informal channels: financial support to candidates, phone/social media campaigning, and visiting during election periods.

Agrarian Distress Index

Malwa region epicenter | Farmer debt trap | Suicide concentration

SangrurCRITICAL

738 suicides

Avg Debt: ₹3.36L

MansaCRITICAL

High

Avg Debt: ₹2.5L+

BathindaHIGH

Moderate

Avg Debt: ₹2.0L

MogaHIGH

880 suicides

Avg Debt: ₹2.0L

FerozpurHIGH

Moderate

Avg Debt: ₹1.8L

Punjab Farm Debt Crisis

Avg debt per household₹2.03 lakh

Households in debt54%

Total farm loans₹1.4 lakh Cr

Paddy Monoculture Trap

90% Kharif acreage under paddy

97% Rabi land under wheat

5,000L water per 1kg rice

Only 30% land suited for paddy

Winnability Analysis - Key Constituencies

Lok Sabha 2024 results | Margin analysis | 2027 projection

8 Key Seats

Constituency	Type	Winner 2024	Margin	Winnability
Amritsar	Lok Sabha	Congress (Gurjeet Aujla)	40,146	SAFE
Jalandhar	Lok Sabha	Congress (Channi)	1,76,000	SAFE
Ludhiana	Lok Sabha	Congress (Warring)	20,942	MODERATE
Gurdaspur	Lok Sabha	Congress (Randhawa)	72,847	SAFE
Khadoor Sahib	Lok Sabha	IND (Amritpal)	Won	FLIP OPPORTUNITY
Sangrur	Lok Sabha	AAP (Meet Hayer)	1,73,000	SAFE AAP
Bathinda	Lok Sabha	SAD	52,584	MODERATE
Ferozpur	Lok Sabha	Congress	3,242	CRITICAL

Safe Congress

3 Seats

Jalandhar, Gurdaspur, Amritsar

Moderate

2 Seats

Ludhiana, Bathinda

Critical

1 Seat

Ferozpur (3,242)

Flip Opportunity

2 Seats

Khadoor Sahib, Faridkot

Regional Deep Dive

Malwa (69) | Majha (25) | Doaba (23) - Constituency-wise analysis

117 Total ACs

Malwa

Dalit Population31%

Jat SikhDominant

Key Issues

Drug crisisGroundwater depletionFarmer suicidesAgrarian debt

2027 Seat Projections

AAP

35-42

Cong

12-18

SAD

8-12

BJP

2-4

Majha

Dalit Population29%

Jat SikhStrong presence

Key Issues

Border securityDrug traffickingPanthic politicsUnemployment

2027 Seat Projections

AAP

4-6

Cong

10-12

SAD

8-12

BJP

2-4

Doaba

Dalit Population37%

Jat SikhModerate

Key Issues

Dera influenceNRI remittancesYouth unemploymentDalit politics

2027 Seat Projections

AAP

9-11

Cong

7-9

SAD

1-2

BJP

2-3

2027 Statewide Seat Projections

Region	AAP	Congress	SAD	BJP	Others
Malwa	35-42	12-18	8-12	2-4	0-2
Majha	4-6	10-12	8-12	2-4	0-1
Doaba	9-11	7-9	1-2	2-3	0-1
Total	52-62	25-35	15-22	5-10	2-5

Dera Politics & Religious Networks

Parallel social mobilization | Vote bank consolidation | 9,000+ deras in Punjab

Dera Sachkhand BallanCRITICAL

20+ lakh

Doaba | Nirankari

Seats: 19

Dera Sacha SaudaHIGH (post-conviction declining)

53+ lakh

Malwa | Socioreligious

Seats: Variable

Radha Soami BeasMEDIUM

Diffuse

All | Spiritual

Seats: Variable

Dera RalleyLOCAL

Significant

Doaba | Ravidassia

Seats: Local

Strategic Insight

Dera Sachkhand Ballan (20+ lakh followers, 19 seats) is the most critical electoral variable in Doaba. Sant Niranjan Das received Padma Shri in January 2026, signaling mainstream recognition. Any realignment of dera support could alter 4-8 marginal seats.

Key Constituency Snapshots

District-wise deep dive from constituency research files

9 Districts

Moga (AC-73)

Malwa

Moga | General | 203,541 electors

Winner 2022Dr. Amandeep Kaur Arora (AAP)

Margin20,915

SC Population36.5%

Key Issue: Agrarian distress - 880 farmer suicides (2000-2018)

Hoshiarpur (AC-43)

Doaba

Hoshiarpur | General | 192,794 electors

Winner 2022Brahm Shankar Jimpa (AAP)

Margin13,859

SC Population34.3%

Key Issue: SC population 34.3% with Ravidassias dominant at 26.34%

Fatehgarh Sahib (AC-55)

Malwa

Fatehgarh Sahib | General | 161,754 electors

Winner 2022Lakhbir Singh Rai (AAP)

Margin32,199

Turnout 202277.41%

Key Issue: Religious significance, agrarian distress

Pathankot (AC-3)

Majha

Pathankot | General

Winner 2022Ashwani Kumar Sharma (BJP)

MarginBJP retained

Key Issue: Border security, strategic importance, drug smuggling

Kapurthala (AC-29)

Doaba

Kapurthala | General

Winner 2022Rana Gurjeet Singh (Congress)

MarginCongress retained

Special: Industrial town with significant diaspora

Ropar (AC-51)

Powadh

Ropar | General

Winner 2022AAP candidate

MarginAAP won

Special: Emerging urban constituency near Chandigarh

Amritsar Assembly Segments

9 segments | Lok Sabha: Amritsar

Segment	District	MLA	Party
Ajnala	Amritsar	Kuldeep Singh Dhaliwal	AAP
Raja Sansi	Amritsar	Sukhbinder Singh Sarkaria	Congress
Majitha	Amritsar	Ganieve Kaur Majithia	SAD
Amritsar North	Amritsar	Kunwar Vijay Pratap Singh	AAP
Amritsar West (SC)	Amritsar	Jasbir Singh Sandhu	Congress

Jalandhar Assembly Segments

4 urban segments | Lok Sabha: Jalandhar (SC)

Segment	Electors	Winner	Party	Margin
Jalandhar Central	174,003	Raman Arora	AAP	32,642
Jalandhar North	192,058	AAP	AAP	AAP won
Jalandhar Cantt	193,666	AAP	AAP	AAP won
Jalandhar West (SC)	171,632	AAP	AAP	AAP won

117

117 Constituency Profiles — Cycle 1

Complete constituency data with margin analysis

Total Seats

117

Punjab Assembly

SC Reserved

29% — highest in India

General

71% of seats

Swing Margin

79%

92 seats within margin

Top Flip Opportunities (Narrow Margins)

Dera Baba Nanak:5,699 (AAP)

Ferozpur:3,242 (Congress)

Ludhiana:20,942 (Congress)

Amritsar:40,146 (Congress)

Bathinda:52,584 (SAD)

Seat Classification

Safe Congress:~25-30

Safe AAP:~35-40

Contestable:~45-55

SAD strongholds:~10-15

Key Insight: 79% of seats (92/117) are within swing margin — three-way splits determine winners. Congress must defend 2024 LS momentum in urban seats while fighting AAP for SC reserved seats. Priority: narrow-margin Congress seats (Dera Baba Nanak, Ferozpur).

Geographic & Constituency Profiles

Regional overview, district data, crop patterns, border analysis

Regional Overview

MMajha25 seats

Border belt, Ravi/Beas rivers, high defence presence, sacred Sikh sites

Districts: Amritsar, Gurdaspur, Pathankot, Tarn Taran

DDoaba23 seats

NRI hub, Beas/Sutlej rivers, high literacy, hoshiarpur foothills

Districts: Jalandhar, Kapurthala, Hoshiarpur, SBS Nagar

MMalwa69 seats

Largest region, cotton belt, paddy-wheat dominant, semi-arid south

15 districts including Ludhiana, Bathinda, Patiala, Sangrur

District Reference (Census 2011)

District	Area	Population	Density	Region	Border
Amritsar	2,647	24.9L	932	Majha	YES
Ludhiana	3,767	34.9L	975	Malwa	No
Bathinda	3,385	13.9L	414	Malwa	No
Jalandhar	2,632	21.8L	831	Doaba	No
Patiala	3,218	18.9L	596	Malwa	No
Mansa	2,171	7.7L	350	Malwa	No
Pathankot	929	6.8L	728	Majha	YES
Tarn Taran	2,449	11.2L	464	Majha	YES

Agricultural Zones & Crop Patterns

Paddy-Wheat (Central)

Ludhiana, Jalandhar, Moga, Patiala

Green Revolution heartland; MSP critical

Cotton Belt (Southwest)

Bathinda, Mansa, Muktsar, Fazilka, Faridkot

Bt cotton, pink bollworm, water scarcity

Basmati Zone

Gurdaspur, Amritsar, Tarn Taran, Firozpur

Export-oriented, premium pricing

Border Districts & Key Constituencies

Pathankot (3 seats)

J&K + Pakistan border; defence-heavy

Sujanpur, Bhoa, Pathankot

Tarn Taran (4 seats)

Pakistan border; Harike wetland; flood risk

Tarn Taran, Khem Karan, Patti, Khadoor Sahib

Fazilka (4 seats)

Pakistan border; Sulemanki post; cotton belt

Jalalabad, Fazilka, Abohar, Balluana

Constituency Classification

~20

Urban

~35

Semi-Urban

~55

Rural

~18

Border

Pilgrimage

Strategic Implications for Congress

Malwa Dominance is Key

69 seats; reclaim cotton belt through farmer distress messaging

Border Constituencies

18-20 seats with unique BSF, drug smuggling concerns

Urban-Rural Divide

Tailored messaging: urban=jobs, rural=MSP/water

Pilgrimage Rally Points

Anandpur Sahib, Muktsar, Talwandi Sabo for mass outreach

Data Source: MP1-foundational/geography/constituency-profile-cards.md (Research Date: 19 May 2026) | Census 2011, ECI 2022, Punjab State Disaster Management Plan | Confidence: MEDIUM (district-level verified; granular AC-level data marked VERIFICATION_NEEDED)

Synthesis Intelligence: Regional Demographics

Malwa Seats

Dominant region

Majha Seats

Border region

Doaba Seats

Kashmir border

Total Voters

2.14 Cr

First-time: 11.6 lakh

Demographics Key Metrics (Synthesized from s1 Cross-Reference)

SC Population

~32%

Source: s1/a1,b1

Jat Sikh Population

20-25%

Source: s1/a2,b5

OBC Population

~31%

Source: s1/a4,b25

Malwa Seats

Source: s1/a2,a6,b5

Total Voters

2.14 Cr

Source: s2/A1

First-Time Voters

11.6 lakh

Source: s2/A1

Gap Analysis: Constituency (WEAK Coverage)

Coverage Rating

WEAK

0% framework coverage

Documents in Category

Track A: 0 / Track B: 0

Framework sections: 0

Quality Validation Summary (s3)

Total Documents

Pass Rate: 97%

Track A HIGH

23/25

Track B HIGH

42/42

Assessment

EXEMPLARY