Upload folder using huggingface_hub

data/synthetic_pairs.json

@@ -0,0 +1,1202 @@
+[
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nDid market research for the new feature.",
+  "response": "Benchmarked 9 competitors and surveyed 320 target users to size an INR 40 Cr opportunity, securing leadership approval to build the feature in Q3.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nTalked to users about the checkout problems.",
+  "response": "Conducted 28 user interviews and analyzed 1,400 session recordings to isolate three checkout friction points, cutting cart abandonment from 71% to 63% in one quarter.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for gathering customer feedback.",
+  "response": "Built a monthly feedback loop across support tickets, NPS, and 15 customer calls, surfacing the top 5 pain points and shipping fixes that lifted NPS from 31 to 44.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on understanding why users drop off.",
+  "response": "Mapped the onboarding funnel with Mixpanel and found a 38% drop at KYC upload; redesigned the step and raised completion from 52% to 69%.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHelped with competitor analysis.",
+  "response": "Analyzed 12 competitor apps across pricing, onboarding, and retention hooks, and presented findings that shaped a roadmap item adding 8% to trial-to-paid conversion.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nDid surveys for the product.",
+  "response": "Designed and ran a 600-response survey with a 22% response rate, segmenting users into four personas that guided the redesign of the homepage.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nMade dashboards for the team.",
+  "response": "Built a Looker dashboard tracking 14 product KPIs for 3 squads, replacing 6 weekly manual reports and saving the team about 10 hours per week.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for analyzing user data.",
+  "response": "Analyzed 2.3M event records in SQL to identify power-user behaviors, informing a referral feature that grew weekly active users by 12% in two months.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nTracked metrics for the app.",
+  "response": "Defined a north-star metric and 6 input metrics for a 1.2M-user app, enabling weekly reviews that improved day-30 retention from 18% to 24%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked with SQL and Excel.",
+  "response": "Wrote 40+ SQL queries and automated a cohort retention report in Excel, cutting reporting turnaround from 3 days to 4 hours.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nDid A/B testing.",
+  "response": "Ran 11 A/B tests on the signup flow over 6 months; 4 winners increased registration conversion by a combined 19%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nLooked at churn data.",
+  "response": "Segmented churn across 8,000 accounts and found 60% of cancellations came in the first 21 days, leading to an onboarding checklist that reduced early churn by 17%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nUsed data to make decisions.",
+  "response": "Introduced a pre-launch metrics review for every feature, which retired 3 low-impact projects and redirected 2 engineers to work that added INR 1.8 Cr in annual revenue.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nCreated reports for management.",
+  "response": "Automated a weekly executive report on funnel, revenue, and support metrics for 5 leaders, reducing preparation time from 6 hours to 30 minutes.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for tracking campaign performance.",
+  "response": "Built UTM tracking and an attribution view for 9 acquisition channels, reallocating 25% of budget to the top three and lowering CAC from INR 410 to INR 295.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nAnalysed funnel.",
+  "response": "Instrumented the purchase funnel across 7 steps and found a 27% drop at address entry; shipping autofill raised checkout conversion by 6 percentage points.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nLooked at retention.",
+  "response": "Built a retention curve analysis across 5 user cohorts and showed that users who finished onboarding within 24 hours retained 2.1x better, shaping a nudge that lifted completion by 15%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHelped decide what to build next.",
+  "response": "Scored 35 backlog items with RICE using usage data and customer interviews, aligning 4 stakeholders on a roadmap that shipped 3 top-impact features in 2 quarters.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for launching a new feature.",
+  "response": "Led end-to-end launch of in-app payment reminders across design, engineering, and ops, reaching 80K users in the first month and reducing late payments by 22%.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nManaged the product backlog.",
+  "response": "Groomed and prioritized a 120-item backlog for a team of 9 engineers, improving sprint predictability from 62% to 88% of committed stories.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked with engineers to ship features.",
+  "response": "Partnered with 6 engineers and 2 designers on 14 releases in a year with zero Sev-1 incidents, shortening average release cycle from 5 weeks to 3.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWrote PRDs.",
+  "response": "Authored 18 PRDs with clear success metrics and edge cases, reducing mid-sprint scope changes by 40% and shaving 1 week off average delivery time.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled sprint planning.",
+  "response": "Ran sprint planning and retros for a 10-person squad, cutting carry-over work from 35% to 12% over four sprints.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nCoordinated between teams.",
+  "response": "Coordinated across engineering, legal, and marketing to launch a referral program 3 weeks ahead of schedule, acquiring 9,500 users at INR 70 each.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for the mobile app roadmap.",
+  "response": "Owned the roadmap for an Android app with 800K MAU, delivering 9 features in 12 months that raised the Play Store rating from 3.9 to 4.4.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nFixed bugs and issues in the product.",
+  "response": "Triaged 210 bug reports and drove fixes for the top 15 by user impact, reducing crash rate from 2.4% to 0.7% and support tickets by 31%.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged a product release.",
+  "response": "Managed go-live of a billing module for 3,200 merchants with a phased rollout and rollback plan, achieving 99.9% uptime and no revenue leakage.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nHelped improve app performance.",
+  "response": "Prioritized performance work after profiling slow screens, cutting median load time from 4.2s to 1.8s and increasing session length by 14%.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on a migration project.",
+  "response": "Led migration of 45,000 users to a new authentication system over 6 weeks with a 0.3% error rate and no downtime.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nMade user stories.",
+  "response": "Wrote acceptance-criteria-driven user stories for 60+ tickets, reducing QA rework by 28% and improving first-pass test success to 91%.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWas in charge of a feature.",
+  "response": "Owned the wishlist feature from concept to launch in 10 weeks, driving 18% of repeat purchases within 60 days.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged timelines for projects.",
+  "response": "Maintained a cross-team release plan for 5 concurrent projects, delivering 4 on time and cutting average delay from 3 weeks to 4 days.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for increasing user acquisition.",
+  "response": "Launched referral and SEO landing page experiments that grew monthly signups from 12K to 21K in four months at a 30% lower cost per signup.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nDid work on improving conversion.",
+  "response": "Redesigned the pricing page after 8 user tests, lifting visit-to-trial conversion from 3.1% to 4.6%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on onboarding.",
+  "response": "Simplified onboarding from 7 steps to 4 using funnel data and user tests, increasing day-1 activation from 41% to 58%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nSent notifications to users.",
+  "response": "Designed a push notification strategy with 5 lifecycle triggers, improving 30-day retention by 9 percentage points while keeping opt-out below 3%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nDid email marketing for product.",
+  "response": "Built segmented lifecycle emails for 3 user cohorts, improving open rates from 18% to 31% and reactivating 6,400 dormant users.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nLooked into increasing revenue.",
+  "response": "Tested annual-plan discounts with a 4-week experiment, shifting 22% of monthly subscribers to annual and adding INR 85 L in upfront revenue.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHelped with go-to-market.",
+  "response": "Built the GTM plan for a SaaS add-on across 3 customer segments, closing 27 paid pilots and INR 1.2 Cr in pipeline within the first quarter.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nDid a pilot for the new product.",
+  "response": "Ran a 6-week pilot with 40 small businesses, collecting weekly feedback that raised pilot-to-paid conversion from 25% to 45%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nIncreased engagement.",
+  "response": "Launched streaks and progress badges after testing three concepts, raising weekly active use per user from 2.3 to 3.4 sessions.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nImproved the checkout process.",
+  "response": "Reworked checkout with one-tap UPI and saved addresses, reducing checkout time by 35% and increasing order completion by 8%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled partnerships for the product.",
+  "response": "Negotiated integrations with 4 payment and logistics partners, expanding supported use cases and bringing in 1,100 new merchants in six months.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on pricing.",
+  "response": "Analyzed willingness-to-pay across 250 survey responses and 3 competitors, proposing a three-tier plan that increased ARPU by 17% with no rise in churn.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for app store optimization.",
+  "response": "Rewrote store listings and screenshots across 3 tests, improving install conversion from 24% to 31% and cutting paid install cost by 12%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nLaunched a loyalty program.",
+  "response": "Launched a points-based loyalty program for 150K customers, increasing repeat purchase rate from 22% to 29% within 90 days.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nRan experiments.",
+  "response": "Built an experimentation roadmap with weekly test reviews, running 24 tests in a year and driving a cumulative 14% lift in activation.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on referral program.",
+  "response": "Designed a two-sided referral program with INR 100 rewards, producing 18% of new signups and a payback period under 30 days.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nManaged customer acquisition.",
+  "response": "Optimized 6 paid and organic channels using cohort LTV data, lowering blended CAC by 21% while holding conversion steady.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nImproved user retention.",
+  "response": "Introduced in-app education and a reactivation series for at-risk users, improving 60-day retention from 33% to 41%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nLed a team.",
+  "response": "Led a squad of 7 (4 engineers, 2 designers, 1 analyst) to rebuild search, increasing search-to-order conversion by 11% in 8 weeks.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged interns.",
+  "response": "Mentored 4 product interns through two research sprints; their findings fed 3 roadmap items, one of which reduced support contacts by 15%.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWas team lead for a project.",
+  "response": "Directed a 12-person cross-functional team to deliver a merchant dashboard in 5 months, reaching 70% weekly adoption among 2,000 merchants.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for managing stakeholders.",
+  "response": "Aligned 8 stakeholders across sales, support, and finance through a fortnightly product review, cutting escalations by 35% and unblocking 6 launches.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled communication with clients.",
+  "response": "Served as the product point of contact for 5 enterprise clients, running monthly reviews that raised renewal rate from 78% to 92%.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked closely with senior management.",
+  "response": "Presented quarterly product strategy to the CEO and board, securing INR 2.5 Cr in funding for two initiatives that later generated INR 4 Cr in revenue.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nTrained new team members.",
+  "response": "Created an onboarding playbook and trained 9 new hires, reducing time-to-first-contribution from 6 weeks to 3.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nLed product discussions.",
+  "response": "Facilitated weekly prioritization with design, engineering, and sales, resolving conflicts on 20+ requests and keeping 90% of commitments on schedule.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged vendors.",
+  "response": "Selected and managed 3 software vendors, renegotiating contracts to save INR 18 L per year without losing key features.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nFounded a startup.",
+  "response": "Founded and bootstrapped a study-abroad counseling platform, reaching 1,800 students and INR 24 L in revenue in the first year.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nRan a community.",
+  "response": "Built and moderated a 3,500-member product community with weekly sessions, producing 120 user interviews that informed two product launches.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nOrganized events for students.",
+  "response": "Organized a 2-day hackathon with 450 participants and 12 sponsors, generating INR 6 L in sponsorships and 70 project submissions.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nPresident of the club.",
+  "response": "Led a 25-member product club, launching 3 workshops that grew membership by 60% and placed 11 members in product internships.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged college fest.",
+  "response": "Managed a 40-volunteer team and an INR 9 L budget for a college fest, delivering 5,000 attendees and a 20% increase in sponsorship over the prior year.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked with designers on the app.",
+  "response": "Partnered with 3 designers on a navigation redesign validated through 15 usability tests, improving task success from 64% to 86%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nImproved the user experience.",
+  "response": "Ran heuristic reviews and prototype tests on the settings flow, reducing support queries about account changes by 38%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nMade wireframes.",
+  "response": "Created low-fidelity wireframes in Figma for 12 flows and tested them with 20 users, catching 9 usability issues before development began.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for UI changes.",
+  "response": "Prioritized and shipped 25 UI improvements from user feedback, raising CSAT from 3.8 to 4.3 over two quarters.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on app redesign.",
+  "response": "Led a redesign of a 600K-user app with a new design system, improving task completion by 21% and reducing build time of new screens by 30%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nMade the app accessible.",
+  "response": "Introduced accessibility standards (contrast, screen reader labels, larger tap targets) across 20 screens, expanding usable reach and reducing accessibility complaints by 80%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nTested prototypes.",
+  "response": "Tested 5 prototype versions with 30 target users, converging on a design that cut time-to-complete from 3.5 minutes to 1.9.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nImproved search feature.",
+  "response": "Redesigned search with autosuggest and filters using query log analysis, raising search success rate from 58% to 74%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on notifications feature.",
+  "response": "Rebuilt notification preferences into 3 clear categories, lowering unsubscribe rate by 40% while increasing click-through by 12%.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nCreated user personas.",
+  "response": "Built 4 data-backed personas from 25 interviews and behavior data of 8,000 users, which the team used to cut 6 low-value features from the roadmap.",
+  "role_type": "ux",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked with enterprise customers.",
+  "response": "Gathered requirements from 12 enterprise customers and shipped role-based access controls, unlocking 5 deals worth INR 3.2 Cr in annual contracts.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled customer escalations.",
+  "response": "Resolved 40+ critical customer escalations with engineering and support, reducing average resolution time from 9 days to 4.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for API product.",
+  "response": "Managed a public API used by 300 developers, improving documentation and error responses to cut integration time from 3 weeks to 6 days.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on integrations.",
+  "response": "Delivered Slack and Zoho integrations in one quarter, driving 15% of new trials and reducing churn among integrated accounts by 20%.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nSupported sales team with demos.",
+  "response": "Built a demo environment and objection-handling guide for the sales team, helping lift demo-to-deal conversion from 14% to 21%.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nImplemented a CRM.",
+  "response": "Rolled out a CRM across 3 teams and 40 users, standardizing pipeline stages and improving forecast accuracy from 60% to 85%.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on subscription billing.",
+  "response": "Launched usage-based billing for 900 accounts, increasing expansion revenue by 26% and reducing invoice disputes by 45%.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nCreated a customer onboarding process.",
+  "response": "Designed a 5-step onboarding playbook with in-product guides, cutting time-to-first-value from 21 days to 9 and raising 90-day retention by 13%.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged feature requests.",
+  "response": "Built a request-tracking system that consolidated 350 feature requests into 20 themes, helping the team ship the top 4 and lifting enterprise NPS by 11 points.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nReduced customer complaints.",
+  "response": "Analyzed 1,100 support tickets, tagged root causes, and fixed the top 3 issues, reducing ticket volume by 34% in a quarter.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nManaged security and compliance requirements.",
+  "response": "Coordinated SOC 2 readiness with engineering and legal, closing 38 control gaps in 4 months and enabling 3 regulated-industry deals.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on self-serve product.",
+  "response": "Launched self-serve signup for small teams, bringing in 1,400 accounts in 90 days with 62% less sales effort.",
+  "role_type": "b2b",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for requirement gathering.",
+  "response": "Gathered and documented requirements from 6 departments for an order management system, cutting change requests post-launch by 45%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nDid business analysis for a project.",
+  "response": "Analyzed process data across 3 warehouses and recommended workflow changes that reduced order processing time by 26% and saved INR 14 L annually.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nMade process flow documents.",
+  "response": "Mapped 15 as-is and to-be process flows for claims handling, revealing 4 bottlenecks whose removal shortened turnaround from 9 days to 5.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on automation.",
+  "response": "Automated invoice matching with Python and Power Automate, saving 120 hours per month and reducing errors from 6% to under 1%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nPrepared reports using Excel.",
+  "response": "Built Excel and Power BI reports on sales and returns for 30 stores, helping management cut slow-moving inventory by 18%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nDid UAT for the project.",
+  "response": "Planned and executed UAT with 25 users across 140 test cases, catching 32 defects before launch and achieving a 97% pass rate at go-live.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled data cleaning.",
+  "response": "Cleaned and standardized 500K customer records, removing 14% duplicates and raising campaign deliverability by 9 percentage points.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on cost reduction.",
+  "response": "Analyzed vendor spend across 40 suppliers and consolidated contracts, saving INR 32 L per year without service degradation.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled vendor and client calls.",
+  "response": "Led weekly calls with 3 vendors and 2 clients to track 45 deliverables, keeping a project of INR 80 L on budget and on time.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nImproved supply chain process.",
+  "response": "Redesigned the replenishment process with demand data, reducing stockouts from 11% to 4% and holding costs by 9%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nCreated SOPs.",
+  "response": "Wrote 22 standard operating procedures for support and fulfilment, reducing onboarding time for new agents from 4 weeks to 2.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on KPI tracking.",
+  "response": "Defined 12 operational KPIs with owners and targets, creating a weekly scorecard that improved on-time delivery from 82% to 94%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nDid data analysis for sales.",
+  "response": "Analyzed 18 months of sales data to identify top-performing regions and SKUs, guiding a stock reallocation that increased monthly sales by 7%.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nHelped in digital transformation.",
+  "response": "Supported migration of 5 manual processes to digital workflows for a 300-person team, cutting paperwork by 70% and approval time from 6 days to 1.",
+  "role_type": "ba",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for product strategy.",
+  "response": "Defined a 12-month product strategy anchored on three bets backed by market sizing and user research, aligning leadership and doubling the planned feature adoption target.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nLooked at new market opportunities.",
+  "response": "Evaluated 4 adjacent markets using TAM analysis and 18 customer interviews, recommending one that contributed INR 1.5 Cr in first-year revenue.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on business case.",
+  "response": "Built a business case with cost, revenue, and risk scenarios for a lending feature, securing INR 60 L budget approval and a break-even forecast of 9 months.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nMade roadmaps.",
+  "response": "Created a quarterly outcome-based roadmap with OKRs for 3 squads, improving goal attainment from 55% to 80% in two quarters.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nDid prioritization.",
+  "response": "Applied a weighted scoring model across 40 initiatives, deferring 15 and focusing capacity on 6 that delivered 85% of the quarter's impact.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nReduced risk in the project.",
+  "response": "Created a risk register and weekly mitigation reviews for a 6-month release, preventing 3 high-impact delays and delivering within 2% of budget.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on competitor products.",
+  "response": "Tracked 6 competitors monthly and shared brief insight notes, helping the team counter a competing launch with a feature that retained 94% of at-risk accounts.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHelped with product vision.",
+  "response": "Co-created a 3-year product vision from 30 customer conversations, which became the basis for the company's two largest roadmap investments.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nDecided pricing and packaging.",
+  "response": "Restructured packaging into Free, Pro, and Business plans based on usage data, raising paid conversion from 4% to 6.5% and ARPU by 14%.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nEvaluated build vs buy decisions.",
+  "response": "Compared build and buy options for a chat feature across cost, time, and risk, choosing a vendor that saved 3 engineering months and INR 25 L.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on a payments product.",
+  "response": "Improved UPI payment success rate from 91% to 96% by analyzing failure codes and adding retry logic, recovering about INR 2 Cr in monthly volume.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for KYC process.",
+  "response": "Redesigned KYC onboarding with auto-fill and document checks, cutting drop-off from 45% to 28% and verification time from 2 days to 6 hours.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nHandled loan product.",
+  "response": "Launched a personal loan feature for 25K pre-approved users, achieving a 12% take rate and keeping early delinquency below 2.5%.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on credit risk.",
+  "response": "Collaborated with data science to refine approval rules, increasing approvals by 9% while holding default rates flat.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for wallet feature.",
+  "response": "Launched wallet top-ups and cashback offers for 400K users, increasing monthly transactions per user from 3.2 to 4.7.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nImproved collections.",
+  "response": "Introduced reminder sequences and repayment links in WhatsApp, improving on-time repayment from 71% to 83%.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on insurance product.",
+  "response": "Simplified a health insurance purchase journey from 9 screens to 5, raising conversion by 16% and adding INR 70 L in monthly premiums.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged fraud issues.",
+  "response": "Worked with risk and engineering to add device checks and velocity limits, reducing fraud losses by 42% with only a 1% rise in friction.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on investment app features.",
+  "response": "Launched goal-based SIP setup for a mutual fund app, driving 38K new SIPs and increasing average monthly investment per user by 22%.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for merchant onboarding.",
+  "response": "Streamlined merchant onboarding with document upload and instant approval for low-risk cases, reducing time from 5 days to 1 and growing monthly activations by 40%.",
+  "role_type": "fintech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on product listing pages.",
+  "response": "Redesigned product pages with size guidance and review highlights, increasing add-to-cart rate by 13% and reducing returns by 8%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for delivery experience.",
+  "response": "Introduced live order tracking and delivery slot selection, cutting where-is-my-order contacts by 36% and raising delivery CSAT to 4.5.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled seller onboarding.",
+  "response": "Launched a guided seller onboarding flow that increased first-listing completion from 35% to 61% and added 1,200 active sellers in 4 months.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on recommendations.",
+  "response": "Partnered with data science to launch a personalized recommendation carousel, lifting average order value by 9% and click-through by 18%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nImproved returns process.",
+  "response": "Redesigned returns with self-serve pickup booking, reducing return processing time from 7 days to 3 and return-related tickets by 44%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on search and discovery.",
+  "response": "Fixed zero-result searches using synonym mapping, reducing them from 9% to 3% of queries and improving search-led conversion by 7%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged inventory feature.",
+  "response": "Built low-stock alerts and auto-reorder suggestions for 800 sellers, reducing stockout days by 31% and boosting seller GMV by 12%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on cash on delivery problems.",
+  "response": "Introduced address confirmation and prepaid incentives to curb COD returns, cutting RTO from 24% to 15% and saving INR 40 L per quarter.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nLaunched a sale event.",
+  "response": "Planned a festive sale across catalog, payments, and logistics, delivering a 3.2x increase in daily orders with 99.5% on-time dispatch.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for customer reviews.",
+  "response": "Added photo reviews and verified-purchase badges, growing review volume by 55% and lifting conversion on reviewed products by 10%.",
+  "role_type": "ecom",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on course platform.",
+  "response": "Launched progress tracking and reminders on a learning platform with 90K learners, increasing course completion from 12% to 21%.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for student engagement.",
+  "response": "Introduced weekly live Q&A and peer challenges, raising 30-day active learner rate from 38% to 52%.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nHandled curriculum feedback.",
+  "response": "Collected 900 learner ratings and 35 instructor interviews to revise 6 modules, improving course rating from 4.0 to 4.6.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on mentor matching.",
+  "response": "Built a mentor-matching flow using skill and goal tags, increasing mentor session bookings by 47% and learner satisfaction scores by 0.5 points.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nImproved placement support.",
+  "response": "Redesigned the job-application tracker for 3,000 learners, raising interview-to-application ratio by 19% and placement within 90 days from 41% to 52%.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nCreated assessments.",
+  "response": "Designed adaptive quizzes for 5 courses, reducing assessment time by 25% while improving learner pass rates by 11%.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on live classes.",
+  "response": "Reduced live class join friction with one-click links and reminders, improving attendance from 54% to 71%.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled parent communication.",
+  "response": "Launched weekly progress summaries for parents of 12K students, reducing complaint calls by 29% and raising renewal rate by 8 points.",
+  "role_type": "edtech",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on an AI feature.",
+  "response": "Defined requirements and evaluation criteria for an AI summarization feature, reaching 87% user-rated accuracy and saving users about 6 minutes per document.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nUsed ChatGPT for work.",
+  "response": "Built a prompt-based workflow for drafting support replies, cutting average response time from 14 minutes to 5 while maintaining a 4.4 CSAT.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for a chatbot.",
+  "response": "Launched a support chatbot handling 11 intents, deflecting 32% of tickets and saving roughly 90 agent hours per month.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked with data science team.",
+  "response": "Translated business goals into model requirements for a churn predictor, enabling retention outreach that saved 9% of at-risk accounts.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nBuilt a machine learning project.",
+  "response": "Trained a classification model on 20K labelled records with a 91% F1 score and wrapped it in a simple web app used by 15 teammates.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for recommendation engine.",
+  "response": "Defined success metrics and guardrails for a recommendation engine, validating through A/B tests that showed an 8% lift in engagement.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nCreated an LLM project.",
+  "response": "Fine-tuned a small language model on 2,000 labelled examples to rewrite text in a target style, improving human-rated quality from 2.9 to 4.1 out of 5 against the base model.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nEvaluated AI quality.",
+  "response": "Created a 200-example evaluation set and rubric for response quality, catching 3 regression issues before release and improving pass rate from 68% to 84%.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on automation using AI.",
+  "response": "Automated tagging of 8,000 monthly support tickets with a classifier, saving 60 hours per month and improving routing accuracy to 93%.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled data labeling.",
+  "response": "Set up a labeling guide and review loop with 6 annotators, raising inter-annotator agreement from 71% to 89% on 15K samples.",
+  "role_type": "ai",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nInterned at a startup.",
+  "response": "Interned on a growth team, running 5 landing page tests that raised signup conversion from 2.8% to 3.9% and presenting results to the founders.",
+  "role_type": "intern",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nDid a product internship.",
+  "response": "Researched 20 users and shipped a profile-completion nudge during a 3-month internship, increasing completed profiles by 24%.",
+  "role_type": "intern",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nMade a college project on an app idea.",
+  "response": "Built a food-waste sharing app prototype, validated with 60 students and 8 restaurants, and won first place among 40 teams at the college product contest.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nCreated a website.",
+  "response": "Built and launched a portfolio website with 1,200 visits in the first month, and used analytics to improve its contact conversion from 1% to 3%.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nMade a case study.",
+  "response": "Authored a product teardown of a ride-hailing app with 3 improvement proposals, which gained 15K LinkedIn views and 6 interview invitations.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nParticipated in a case competition.",
+  "response": "Reached the national finals of a product case competition among 1,200 teams by proposing a rural telehealth feature validated through 15 user interviews.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWrote a blog on product.",
+  "response": "Wrote 12 product breakdown articles that grew an audience to 4,000 subscribers and led to 3 freelance product consulting projects.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nDid freelance work.",
+  "response": "Delivered 7 freelance product audits for early-stage startups, identifying fixes that improved onboarding conversion by an average of 18%.",
+  "role_type": "project",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on hotel booking product.",
+  "response": "Redesigned the hotel search results page with price transparency, lifting booking conversion by 9% and reducing price-related complaints by 30%.",
+  "role_type": "travel",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for cancellations flow.",
+  "response": "Introduced a self-serve cancellation and refund tracker, reducing refund-related calls by 41% and improving CSAT by 0.6 points.",
+  "role_type": "travel",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on food delivery app.",
+  "response": "Optimized restaurant ranking with delivery time and ratings, reducing average delivery time by 4 minutes and increasing order frequency by 6%.",
+  "role_type": "food",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for rider app.",
+  "response": "Shipped an improved rider navigation and batching feature, increasing deliveries per rider hour from 1.9 to 2.4.",
+  "role_type": "food",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on healthcare app.",
+  "response": "Launched online appointment booking for 120 clinics, reducing no-shows by 23% and adding 9,000 monthly bookings.",
+  "role_type": "health",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for patient records feature.",
+  "response": "Digitized patient intake for 35 hospitals, cutting registration time from 12 minutes to 4 and improving front-desk throughput by 40%.",
+  "role_type": "health",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on logistics platform.",
+  "response": "Built route-planning improvements for a fleet of 600 vehicles, cutting fuel cost per delivery by 8% and late deliveries by 17%.",
+  "role_type": "logistics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nHandled warehouse process.",
+  "response": "Introduced barcode scanning for inbound inventory, reducing receiving time by 45% and stock discrepancies from 5% to 1%.",
+  "role_type": "logistics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on HR tool.",
+  "response": "Launched a leave and attendance module for 15K employees, reducing HR query tickets by 52% and payroll errors by 30%.",
+  "role_type": "hr",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for recruitment process.",
+  "response": "Redesigned the screening workflow with structured scorecards, cutting time-to-hire from 38 days to 26 and improving offer acceptance to 82%.",
+  "role_type": "hr",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on a mobile game.",
+  "response": "Tuned the first-session tutorial using drop-off data from 30K players, raising day-1 retention from 29% to 38%.",
+  "role_type": "gaming",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nResponsible for in-app purchases.",
+  "response": "Added starter packs and limited-time offers, raising paying-user conversion from 2.1% to 3.4% without hurting retention.",
+  "role_type": "gaming",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on social media features.",
+  "response": "Launched group chats and reactions that increased messages per daily user from 14 to 22 and day-7 retention by 6 points.",
+  "role_type": "social",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for creator tools.",
+  "response": "Shipped analytics and scheduling tools for creators, raising weekly posts per creator by 30% and creator retention by 12%.",
+  "role_type": "social",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on video platform.",
+  "response": "Improved video start time by prioritizing buffering fixes, reducing playback failures by 35% and increasing watch time per user by 11%.",
+  "role_type": "media",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled content recommendations.",
+  "response": "Rolled out interest-based onboarding for a news app, increasing articles read per session from 2.4 to 3.5.",
+  "role_type": "media",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResponsible for customer support product.",
+  "response": "Introduced a unified helpdesk with canned responses and SLAs, reducing first-response time from 6 hours to 90 minutes.",
+  "role_type": "support",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on FAQs.",
+  "response": "Rewrote 80 help articles based on top search queries, increasing self-serve resolution by 27% and lowering ticket volume by 19%.",
+  "role_type": "support",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on feedback collection.",
+  "response": "Added in-app CSAT prompts after key actions, collecting 12K responses a month and surfacing 4 issues that raised satisfaction by 0.4 points.",
+  "role_type": "support",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nImproved internal processes.",
+  "response": "Streamlined the approval process for marketing requests with a ticket workflow, cutting turnaround from 5 days to 2 and eliminating 90% of status follow-ups.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for quality assurance.",
+  "response": "Defined test plans and release checklists for a 4-week release train, reducing production bugs by 38% over 3 releases.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled documentation.",
+  "response": "Created product documentation and release notes for 30 features, reducing sales and support clarification requests by 33%.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nMade presentation for the team.",
+  "response": "Prepared monthly product review decks for leadership using funnel and revenue data, helping approve 3 initiatives and reprioritize 2 underperforming projects.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nFollowed up with teams to complete tasks.",
+  "response": "Tracked 60+ cross-team action items in a weekly review, raising on-time closure from 58% to 91%.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nManaged budget.",
+  "response": "Managed an INR 45 L annual product budget across tools, research, and experiments, delivering 7% under budget while hitting all quarterly targets.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nWorked on customer data privacy.",
+  "response": "Led DPDP compliance changes across consent, data retention, and deletion flows, passing a third-party audit with zero major findings.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nDid user testing.",
+  "response": "Conducted 6 rounds of moderated testing with 36 users, converting insights into 14 product changes that improved task success by 20%.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on onboarding of clients.",
+  "response": "Standardized client onboarding into a 10-day checklist, cutting time to go-live from 30 days to 14 and raising first-month satisfaction scores to 4.6.",
+  "role_type": "ops",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on expansion to a new city.",
+  "response": "Planned launch in 3 new cities using demand and supply data, reaching break-even in 4 months and 15K monthly orders by month six.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResearched user behavior in tier-2 cities.",
+  "response": "Led field research with 45 users across 4 tier-2 cities and introduced vernacular support and COD, which increased orders from those regions by 38%.",
+  "role_type": "strategy",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nCreated content for product.",
+  "response": "Produced a series of 20 product tutorial videos that reduced onboarding support tickets by 25% and raised feature adoption by 15%.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nManaged social media for product launch.",
+  "response": "Ran a pre-launch campaign across LinkedIn, Instagram, and WhatsApp communities, collecting 6,500 waitlist signups and converting 18% at launch.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nParticipated in product launch.",
+  "response": "Co-led a product launch with a 4-week plan across messaging, pricing, and enablement, achieving 140% of the first-month signup target.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked with influencers.",
+  "response": "Ran a micro-influencer campaign with 25 creators on an INR 3 L budget, driving 11,000 installs at INR 27 per install, 35% below the paid benchmark.",
+  "role_type": "growth",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nResponsible for API integration.",
+  "response": "Scoped and delivered a third-party API integration in 6 weeks, handling 50K calls a day with a 99.8% success rate and no customer-impacting incidents.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nWorked on notifications for orders.",
+  "response": "Rebuilt order status notifications across SMS, push, and WhatsApp, cutting status-related support contacts by 42%.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled production issues.",
+  "response": "Led incident response for 5 production outages, writing blameless postmortems that reduced repeat incidents by 60% and mean time to recovery from 3 hours to 50 minutes.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nWorked on A/B test platform.",
+  "response": "Launched an internal experimentation toolkit used by 5 teams, reducing time to set up a test from 5 days to 1 and doubling monthly test volume.",
+  "role_type": "execution",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nHandled hiring for product team.",
+  "response": "Hired and onboarded 3 PMs and 2 designers through structured case interviews, growing the team by 50% with all hires retained after one year.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nGave presentations to clients.",
+  "response": "Presented product roadmaps to 20+ clients, improving customer confidence scores from 3.9 to 4.5 and securing 6 co-development commitments.",
+  "role_type": "leadership",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "This PM resume bullet is too weak / responsibility-focused. Rewrite it using a Task-Action-Result structure with a real metric:\nStudied user feedback from app reviews.",
+  "response": "Classified 5,000 app store reviews with a tagging model and prioritized the top 3 themes, raising the app rating from 3.6 to 4.2 after fixes.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nAnalyzed customer segments.",
+  "response": "Clustered 120K customers into 5 behavioral segments using RFM analysis, enabling targeted offers that raised repeat purchase by 16%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Turn this into a strong, quantified PM resume bullet:\nForecasted demand.",
+  "response": "Built a demand forecast in Excel and Python for 300 SKUs with 88% accuracy, reducing overstock by 19% and stockouts by 14%.",
+  "role_type": "analytics",
+  "source": "synthetic"
+ },
+ {
+  "instruction": "Critique this resume bullet and rewrite it for a product manager application:\nResearched new product ideas.",
+  "response": "Validated 6 product ideas through landing page tests and 40 customer calls, then built the winner into an MVP that signed 25 paying customers in 8 weeks.",
+  "role_type": "discovery",
+  "source": "synthetic"
+ }
+]