Digital Political Ad Effectiveness - Battleground Voters
Understand how voters respond to digital political advertising, which messages resonate, and what drives engagement
Main insights: shareability is transactional and reputational-content must be useful, local, actionable, and verifiable; credible everyday messengers (nurses, OB-GYNs, lineworkers, farmers) and honest tradeoffs boost trust, especially on abortion (privacy protections with clear guardrails) and climate (near-term, worker-centered upgrades). Takeaways: front-load sponsor disclosure and “receipts” in the first 2 seconds; standardize caption-first 10/15/30s cuts with three concrete outcomes, cost per household, start–finish dates, and an accountable owner. Ship low-bandwidth, WhatsApp-ready, professionally localized Spanish assets; provide ungated one-tap CTAs (registration check, sample ballot, clinic hours) with Add-to-Calendar, avoiding dark patterns and fundraising pressure. Close the loop with fast photo/metric updates to prove follow-through, and track hook, completion, and CTA conversion to optimize.
Larry Hunter
Larry Hunter is a 54-year-old married parent in rural Joliet, IL, is an assistant floor manager at a home improvement retailer. Budget-minded and pragmatic, he prioritizes durability, clear value, and simple logistics; enjoys cooking, photography, local spo…
Patrick Islas
Patrick Islas, 46, Spanish-first, divorced with no kids, lives frugally in a modest inherited San Francisco condo on under $25k. Non-citizen, ex-union construction/maintenance, currently out of workforce, pursuing GED. DIY-oriented, avoids debt, prefers tra…
Dominic Perez
Dominic Perez, 32, married parent of one in rural Virginia Beach, is a full-time construction foreman. A renter with mobile-only internet and $150k–$199k household income, Dominic prioritizes durability, safety, simplicity, and proof-driven purchases.
Drake Hernandez
Drake is a bilingual 30-year-old in Torrance city, pausing an office/admin logistics career to upskill. Lives with roommates, budgets tightly, supports family, plays soccer, and values reliability, transparent pricing, and tools that save time without lock-…
Isiah Bradley
Isiah Bradley: Rural Colorado real estate pro, 30, single, and practical. Splits time between property runs and paperwork, values durability and clear pricing, and balances work with trail runs, fly-fishing, and community potlucks. Chooses reliable, local-f…
Kasha Earnest
Rural Michigan single mom of three, Catholic, disabled former food-service manager. Practical, community-minded, and budget-conscious; values reliability and neighborly brands. Balances health limits with parenting, home maintenance, and modest seasonal sid…
Larry Hunter
Larry Hunter is a 54-year-old married parent in rural Joliet, IL, is an assistant floor manager at a home improvement retailer. Budget-minded and pragmatic, he prioritizes durability, clear value, and simple logistics; enjoys cooking, photography, local spo…
Patrick Islas
Patrick Islas, 46, Spanish-first, divorced with no kids, lives frugally in a modest inherited San Francisco condo on under $25k. Non-citizen, ex-union construction/maintenance, currently out of workforce, pursuing GED. DIY-oriented, avoids debt, prefers tra…
Dominic Perez
Dominic Perez, 32, married parent of one in rural Virginia Beach, is a full-time construction foreman. A renter with mobile-only internet and $150k–$199k household income, Dominic prioritizes durability, safety, simplicity, and proof-driven purchases.
Drake Hernandez
Drake is a bilingual 30-year-old in Torrance city, pausing an office/admin logistics career to upskill. Lives with roommates, budgets tightly, supports family, plays soccer, and values reliability, transparent pricing, and tools that save time without lock-…
Isiah Bradley
Isiah Bradley: Rural Colorado real estate pro, 30, single, and practical. Splits time between property runs and paperwork, values durability and clear pricing, and balances work with trail runs, fly-fishing, and community potlucks. Chooses reliable, local-f…
Kasha Earnest
Rural Michigan single mom of three, Catholic, disabled former food-service manager. Practical, community-minded, and budget-conscious; values reliability and neighborly brands. Balances health limits with parenting, home maintenance, and modest seasonal sid…
Sex / Gender
Race / Ethnicity
Locale (Top)
Occupations (Top)
| Age bucket | Male count | Female count |
|---|
| Income bucket | Participants | US households |
|---|
Summary
Themes
| Theme | Count | Example Participant | Example Quote |
|---|
Outliers
| Agent | Snippet | Reason |
|---|
Overview
Key Segments
| Segment | Attributes | Insight | Supporting Agents |
|---|---|---|---|
| Trades-connected, mobile-first (construction, commercial trades, on-site managers) |
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Respondents prioritize operational detail (project maps, start/finish dates, crew IDs), cost-per-household and workforce impacts. They reject theatrical production and value 'hard receipts' and clear tradeoff framing. One-tap actions and short factual edits (10–30s) with downloadable crew/project proof increase sharing and conversion. | Dominic Perez, Isiah Bradley, Larry Hunter |
| Rural caregivers & local community stewards |
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Messaging tied to county-level services (clinics, snowplows, broadband, fire crews) and delivered by credible local messengers (volunteer fire captain, county nurse) increases trust and propensity to share. Acknowledging tradeoffs and providing clear timelines/budgets makes ads feel actionable rather than partisan. | Kasha Earnest, Isiah Bradley |
| Spanish-speaking urban users with constrained data/income |
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Professional, culturally accurate Spanish and WhatsApp-ready small-file assets are required for engagement and forwarding. Tokenized bilingualism or machine-translation undermines credibility. CTAs must avoid heavy data gates and should offer privacy-aware, share-first flows (printable flyers, one-click invites). | Patrick Islas, Drake Hernandez |
| Older suburban homeowners / mid-50s administrative roles |
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Attention thresholds can be ultra-short (<10s). Sponsor transparency, local cost/tax impact and immediate neighborhood-level fixes drive trust. These voters strongly punish opaque out-of-state PACs and fundraising bait-'paid for by' clarity needs to appear immediately on-screen. | Larry Hunter |
| Younger bilingual/Latino voters focused on housing, transit and worker protections |
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Respondents engage when ads link to daily-life improvements (shaded bus stops, housing units) with measurable outcomes and timelines. Bilingual accuracy and explicit accountability are required; creative that reads like microtargeted demographic-in-copy or AI-generated reduces credibility and shareability. | Drake Hernandez, Patrick Islas |
| High-income construction/manager respondents (time-pressed) |
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Even with higher incomes, these respondents prefer ultra-efficient, factual creative with operational details and worker-centered transition language (for climate or infrastructure messaging). They respond to near-term, measurable wins and single-click operational CTAs. | Dominic Perez, Isiah Bradley |
Shared Mindsets
| Trait | Signal | Agents |
|---|---|---|
| Local specificity | Across occupations and locales, callers demanded place-level anchors (precinct/zip/street names, before/after photos, county services). Local details convert attention into perceived relevance and shareability. | Larry Hunter, Kasha Earnest, Drake Hernandez, Dominic Perez, Isiah Bradley, Patrick Islas |
| Demand for numbers, costs and timelines | Cost-per-household, start/finish dates, budgets and measurable outcomes were repeatedly requested as proof points that build credibility and support action. | Drake Hernandez, Larry Hunter, Isiah Bradley, Kasha Earnest, Patrick Islas, Dominic Perez |
| Preference for credible everyday messengers | Nurses, teachers, fire captains, bus drivers and tradespeople outperform celebrities or influencer-driven creative because they signal practical competence and local stake. | Kasha Earnest, Isiah Bradley, Patrick Islas, Drake Hernandez, Larry Hunter, Dominic Perez |
| Brevity and caption-first formats | 10–30s edits with large captions and mute-friendly design maximize comprehension across age and bandwidth constraints; square/vertical formats preferred for social and messaging apps. | Patrick Islas, Drake Hernandez, Larry Hunter, Kasha Earnest, Dominic Perez, Isiah Bradley |
| Aversion to attack/doom/culture-war production | Fear-bait, doom music, slow-mo flags and heavy partisan theatrics produce rapid disengagement - practical problem-solving beats cultural signaling for these segments. | Kasha Earnest, Larry Hunter, Patrick Islas, Dominic Perez, Isiah Bradley, Drake Hernandez |
| Distrust of opaque or out-of-state funders | Immediate sponsor clarity and visible accountability reduce skepticism, particularly among homeowners and older suburban respondents who penalize perceived astroturfing. | Larry Hunter, Drake Hernandez, Kasha Earnest, Dominic Perez, Isiah Bradley |
| Privacy and anti-data-grab sensitivity | Pushback against copy that reads like demographic profiling and against forced logins or email walls suggests CTAs should be low-friction and privacy-conscious to preserve trust. | Drake Hernandez, Patrick Islas, Dominic Perez, Isiah Bradley, Kasha Earnest, Larry Hunter |
| Actionability and shareability as service design | Assets designed for forwarding (WhatsApp-ready, printable flyers, 3-step instructions) and one-tap verification flows turn engaged viewers into distribution partners and increase secondary reach. | Kasha Earnest, Patrick Islas, Drake Hernandez, Larry Hunter, Isiah Bradley, Dominic Perez |
| High value on follow-through / receipts | Post-action proof (photos, short recaps, progress checklists) fosters repeat engagement and reduces skepticism about effectiveness or misuse of funds. | Isiah Bradley, Drake Hernandez, Larry Hunter, Kasha Earnest |
Divergences
| Segment | Contrast | Agents |
|---|---|---|
| Trades-connected vs Spanish-speaking low-income urban users | Trades respondents prioritize operational project detail and cost-per-household; Spanish-speaking urban users prioritize culturally accurate Spanish, very small file sizes for WhatsApp, and family-friendly visuals. Both want local specificity but differ on delivery format and language precision. | Dominic Perez, Isiah Bradley, Patrick Islas, Drake Hernandez |
| Older suburban homeowners vs younger bilingual Latinos | Older homeowners demand ultra-short (<10s), sponsor-transparent messaging focused on tax/cost impacts; younger bilingual Latinos accept slightly longer 10–30s content if it provides measurable daily-life benefits and bilingual correctness. The former punishes perceived out-of-state funders more severely. | Larry Hunter, Drake Hernandez, Patrick Islas |
| High-income construction managers vs lower-income service workers | Both are time-pressed and prefer concise, factual creative, but higher-income managers place additional emphasis on worker-centered transition language and measurable near-term wins tied to operations, while lower-income service workers emphasize immediate household-level impact and low-friction sharing. | Dominic Perez, Isiah Bradley, Drake Hernandez |
| Rural caregivers vs urban low-data households | Rural caregivers respond strongly to county-level service details and volunteer messengers; urban low-data households require compressed assets, WhatsApp-forward formats and privacy-first CTAs. Both value local messengers, but distribution channels differ. | Kasha Earnest, Isiah Bradley, Patrick Islas |
Overview
Quick Wins (next 2–4 weeks)
| # | Action | Why | Owner | Effort | Impact |
|---|---|---|---|---|---|
| 1 | Caption-first 10/15/30s templates with receipts slots | Meets silent-feed and ultra-short attention needs; standardizes on-screen cost, timeline, accountability. | Creative Ops | Low | High |
| 2 | Sponsor + receipts overlay (bill #, map, CTA link) in first 2s | Answers trust and transparency; reduces skip on opaque funders. | Product (Claude x Ditto) | Low | High |
| 3 | One-tap, ungated action links with calendar add | Drives 10-minute tasks (register, ballot check) without privacy creep. | Engineering | Med | High |
| 4 | Low-bandwidth export presets (square/vertical, ≤2–5MB) | Respects data limits; boosts WhatsApp shareability. | Creative Ops | Low | Med |
| 5 | Native Spanish QA bench + glossary | Avoids Google español backlash; raises credibility in multilingual markets. | Localization Lead | Med | High |
| 6 | Donation hygiene: one-time default, no dark patterns | Reduces spam vibes; increases small-dollar trust and conversion. | Compliance/Legal | Low | Med |
Initiatives (30–90 days)
| # | Initiative | Description | Owner | Timeline | Dependencies |
|---|---|---|---|---|---|
| 1 | Local Receipts Creative System | A Claude-powered Ditto workflow that ingests local facts and outputs caption-led cuts with on-screen 3 outcomes, cost/household, start–finish dates, who’s accountable.
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Product (Claude x Ditto) | 4 weeks to MVP; 8 weeks to multi-market | Local data feeds (ballot text, GIS/maps, clinic hours), Ditto content collections, Compliance review for citations |
| 2 | Bilingual + Accessibility Pipeline | Professional Spanish (and priority languages) with native QA, large captions, and ADA color/contrast.
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Localization Lead | 3 weeks to stand up; ongoing QA each asset | Vendor linguists/native reviewers, Style guide and termbase, Creative Ops coordination |
| 3 | Privacy-First Action Layer | Ungated micro-pages for one-tap tasks (registration check, ballot lookup, clinic info) with calendar buttons and no forced opt-ins.
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Engineering | 2–4 weeks for core flows | State/county API endpoints, Compliance/Legal (privacy + disclosures), Analytics setup (consent-aware) |
| 4 | Messenger Casting + Community Endorsements | Roster of local nurses, OB-GYNs, lineworkers, farmers, bus drivers and cross-cutting validators (fire chief + teacher).
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Field/Organizing | 3–6 weeks to roster 25–50 messengers | Community partners (unions, clinics, schools), Legal releases and brand safety, Creative Ops scheduling |
| 5 | Share Pack Distribution Kit | Channel-ready assets: square/vertical video, 1-screen PNG, WhatsApp-sized MP4, Spanish PDF with QR/shortlink to receipts.
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Creative Ops | 2 weeks to template; ongoing per campaign | Template library, Privacy-first landing pages, Localization Pipeline |
| 6 | Follow-Through Receipts Engine | Post-action proof system posting before/after photos, checklists, monthly bullet updates tied to each ad’s promise.
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Product (Claude x Ditto) | 4–6 weeks to launch; monthly cadence thereafter | Field reporting (photos/metrics), CMS entries in Ditto, Compliance sign-off on claims |
KPIs to Track
| # | KPI | Definition | Target | Frequency |
|---|---|---|---|---|
| 1 | Hook rate (3s/10s) | Percent of impressions that reach 3s and 10s in mute-autoplay feeds. | ≥65% (3s); ≥35% (10s) | Weekly |
| 2 | Completion rate (15s assets) | Percent of viewers who finish 15s cuts. | ≥25% | Weekly |
| 3 | CTA conversion (ungated one-tap) | Clicks to completed action (registration check, ballot lookup, clinic info) with no forced login. | ≥10% CTR to ≥6% completed action | Weekly |
| 4 | Share/forward rate (WhatsApp/SMS) | Forwards per 100 views of share-pack assets. | ≥3.0% | Weekly |
| 5 | Localization QA pass | Percent of bilingual assets passing native review with 0 critical issues. | ≥99% | Per release |
| 6 | Sponsor disclosure compliance | Assets with visible 'Paid for by' + audit link within first 2 seconds. | 100% | Per asset |
Risks & Mitigations
| # | Risk | Mitigation | Owner |
|---|---|---|---|
| 1 | Creative reads as AI/stock (robotic VO, uncanny B-roll) and kills credibility. | Ban AI TTS; require human-recorded or caption-only; add AI/stock detection QA and messenger-first visuals. | Creative Ops |
| 2 | Privacy creep or demographic-in-copy backlash. | Never invoke viewer demographics in copy; minimize data capture; use ungated flows and plain consent language. | Compliance/Legal |
| 3 | Opaque/out-of-state sponsor perception drives skips. | Front-load Paid for by, list top donors or local backers, use local validators on-screen. | Compliance/Legal |
| 4 | Poor bilingual execution triggers disengagement. | Native linguist review, termbase, regional variants, on-device caption checks. | Localization Lead |
| 5 | Local data gaps limit specificity (maps, dates, costs). | Partner with counties/utilities; define fallbacks (county-level metrics); mark date TBD with update cadence. | Product (Claude x Ditto) |
| 6 | Bandwidth constraints reduce load/completion on low-data users. | Strict file-size caps; static one-screens; no autoplay; provide printable PDFs. | Engineering |
Timeline
- Ship caption-first templates; sponsor/receipts overlay; export presets.
- Stand up one-tap ungated pages; set disclosure standards.
- Contract native Spanish reviewers; create glossary.
2–4 weeks
- Launch Local Receipts Creative MVP in Ditto; publish first Share Packs.
- Recruit messenger roster; finalize filming kit and releases.
4–8 weeks
- Deploy Privacy-First Action Layer at scale; integrate calendar add.
- Activate Follow-Through Receipts Engine; begin monthly proof posts.
8–12 weeks
- Expand bilingual coverage; optimize KPIs via A/B on 10s vs 15s hooks.
- Publish segment playbooks (trades, rural caregivers, urban Spanish).
Objective and context
We set out to understand how battleground voters respond to digital political ads, which messages resonate, and what drives engagement and sharing. Across 18 responses (six participants across three prompts), effectiveness is driven less by ideology and more by place, messenger credibility, language execution, and bandwidth constraints.
What reliably earns attention (and what gets skipped)
Voters stop for scannable, mobile-first creative that ties a clear ask to local, concrete outcomes with “receipts” on-screen: numbers, costs per household, timelines, and who is accountable. As Larry Hunter put it: “Local stuff that hits my street. Potholes, property taxes, cops, water lines. Not big talk. Real fixes.” Drake Hernandez added: “If an ad can tell me three concrete outcomes, the cost per household, the timeline, and who is accountable in under 30 seconds, I will watch it twice.”
Format matters: people watch with sound off and prefer bold captions and 15–30s edits; a vocal slice demands 10s or less. Authentic local voices (nurses, bus drivers, lineworkers) beat influencers and glossy spokespeople. Attack/doom tropes (fear music, slow-mo flags) are fast-skip triggers. Credibility collapses with AI/auto-generated tells and sloppy bilingual work.
Issue messaging: abortion, reproductive freedom, climate
On sensitive issues, voters respond to hyper-local, pragmatic messages delivered by credible frontline messengers (nurses, OB-GYNs, lineworkers, farmers) that show near-term, measurable outcomes and sponsor transparency. They reject guilt, graphic imagery, celebrity moralizing, and heavy-handed microtargeting. Hernandez warned against demographic-in-copy: “‘As a 30-year-old Latino in Torrance…’ Don’t microtarget me in the copy.” Authentic bilingual Spanish is non-negotiable in multilingual markets; as Patrick Islas said: “Spanish that reads right. No Google español.” Larry Hunter encapsulated a cultural balance: “keep the government out of my doctor’s office, and do not ban my truck or grill.”
What makes content worth sharing and acting on
Sharing is transactional and reputational: people forward content to be helpful and protect social capital. Ads become shareable when they are useful, local, actionable, verifiable, and privacy-aware.
- Hyper-local specificity: precinct, ballot line, dates, maps, before/after visuals. Kasha Earnest: “Put the exact line I’ll see on the ballot.”
- Low-friction CTAs: one-tap registration/ballot check; 10-minute tasks. Hunter: “One tap.”
- Receipts: line-item budgets, named sponsors, follow-up photos/updates. Isiah Bradley: “One clean graphic beats a paragraph of fluff.”
- Mobile/social-ready: short, captioned, square/vertical, small files; WhatsApp-friendly and Spanish PDFs.
- Privacy-first: no dark patterns, no forced logins, no demographic-in-copy.
Persona correlations and nuances
- Trades-connected, mobile-first: Want project maps, start/finish dates, crew IDs, cost-per-household; 10–30s edits with hard receipts. (Dominic Perez, Isiah Bradley, Hunter)
- Rural caregivers & local stewards: County-level services (clinics, snowplows, broadband) delivered by local messengers; acknowledge tradeoffs with timelines/budgets. (Kasha Earnest, Bradley)
- Spanish-speaking urban, low-data: Professional Spanish, very small files, WhatsApp formats; privacy-aware CTAs; avoid tokenism. (Islas, Hernandez)
- Older suburban homeowners: Ultra-short (<10s), sponsor-forward disclosure, local tax/cost impact; penalize out-of-state PAC vibes. (Hunter)
- Younger bilingual Latinos: Measurable daily-life improvements; bilingual accuracy; backlash to microtargeting language or AI look. (Hernandez, Islas)
Recommendations and risks
- Adopt a receipts-first, hyper-local, caption-led system producing 10/15/30s assets with on-screen outcomes, cost/household, dates, and accountable parties.
- Front-load sponsor disclosure and “receipts” (bill #, map, CTA link) in the first 2 seconds.
- Ship WhatsApp-ready share packs (square/vertical MP4 ≤2–5MB, one-screen PNG, Spanish PDF) and privacy-first, ungated one-tap actions with calendar adds.
- Cast credible local messengers; avoid celebrity moralizing, doom tropes, and AI/stock tells; enforce native-language QA.
Key risks and mitigations: AI/stock feel (ban AI TTS; messenger-first visuals), privacy creep (no demographic-in-copy; ungated flows), opaque funders (front-load “Paid for by” and local backers), poor bilingual execution (native review, glossary), and local data gaps (county partnerships; fallbacks with update cadence).
Measurement guardrails and next steps
- Hook rate: ≥65% at 3s; ≥35% at 10s.
- Completion (15s): ≥25%.
- CTA conversion (ungated): ≥10% CTR to ≥6% completed action.
- Share/forward (WhatsApp/SMS): ≥3.0%.
- Localization QA pass: ≥99% zero-critical.
- Weeks 0–2: Launch caption-first templates; add sponsor/receipts overlays; stand up ungated action pages; set disclosure standards; contract native Spanish reviewers and glossary.
- Weeks 2–4: Release Local Receipts MVP and first share packs; recruit and onboard local messenger roster.
- Weeks 4–8: Scale privacy-first action layer with calendar adds; begin monthly “proof/receipt” updates.
- Weeks 8–12: Expand bilingual coverage; A/B test 10s vs 15s hooks by segment; publish segment playbooks (trades, rural caregivers, urban Spanish).
Success looks like higher hook/completion, verifiable one-tap actions, rising forward rates, and durable trust built through local messengers, concrete outcomes, and visible follow-through-exactly what respondents asked for.
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How likely are you to pay attention to political ads on each platform? Please rate for: Facebook Feed; Instagram Feed; Instagram Stories/Reels; TikTok; YouTube Pre-roll; YouTube Shorts; X/Twitter; Snapchat; Reddit; News sites/apps (in-article); Streaming TV apps (CTV). Use a 5-point scale from Very unlikely to Very likely.matrix Informs channel mix and placement priorities by identifying where attention is most probable.
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In a typical day, what is the maximum number of digital political ads you can see across your apps before you start to ignore or feel annoyed?numeric Sets frequency caps to reduce fatigue and maintain effectiveness.
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Which on-screen elements most increase your trust in a digital political ad? Evaluate: Named sponsor with “Paid for by…”; On-screen bill/ordinance number; Local map or ZIP shown; Cost per household displayed; Date/time last updated; Link/QR to official source; Large captions from start; Real local footage/photos; Clear CTA with a specific date; Independent fact-check/citation; Bilingual translation quality badge.maxdiff Guides template design by prioritizing proof elements that build trust.
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Which messenger types feel most credible to you in digital political ads? Evaluate: Local nurse; OB-GYN physician; Electric utility lineworker; Farmer; Teacher; Small business owner; Neighbor/resident from my area; Veteran; Police or firefighter; Scientist/researcher; Local elected official; National politician; Journalist/fact-checker; Celebrity/athlete.maxdiff Optimizes casting and partnerships by identifying highest-credibility messengers.
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Which single-tap actions are you most likely to take immediately after viewing a digital political ad? Rank: Check voter registration; Find polling place/hours; Add election date to calendar; Pledge to vote; Share to a friend/WhatsApp; Donate $5; Contact your representative; Read the bill text; Sign a petition; Subscribe for updates via email/text; Volunteer for a 1-hour shift.rank Focuses creative on CTAs most likely to drive immediate engagement.
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How comfortable are you with each of the following targeting and personalization practices in digital political ads? Rate: Targeting by city or ZIP; Targeting by precise GPS location; Targeting by age/gender; Retargeting after a click; Lookalike audience targeting; Using browsing history/cookies; Requesting email or phone in-ad; Cross-app/website tracking; Personalizing by past political affiliation; Click-to-message via WhatsApp/SMS. Use a 5-point scale from Very uncomfortable to Very comfortab...matrix Defines acceptable targeting/data practices to avoid backlash and comply with norms.
Main insights: shareability is transactional and reputational-content must be useful, local, actionable, and verifiable; credible everyday messengers (nurses, OB-GYNs, lineworkers, farmers) and honest tradeoffs boost trust, especially on abortion (privacy protections with clear guardrails) and climate (near-term, worker-centered upgrades). Takeaways: front-load sponsor disclosure and “receipts” in the first 2 seconds; standardize caption-first 10/15/30s cuts with three concrete outcomes, cost per household, start–finish dates, and an accountable owner. Ship low-bandwidth, WhatsApp-ready, professionally localized Spanish assets; provide ungated one-tap CTAs (registration check, sample ballot, clinic hours) with Add-to-Calendar, avoiding dark patterns and fundraising pressure. Close the loop with fast photo/metric updates to prove follow-through, and track hook, completion, and CTA conversion to optimize.
| Name | Response | Info |
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