Healthcare & public-health analytics · Henrico, VA
Every career is a line. Mine is a coverage curve.
I make population health data visible and trustworthy at scale. For five years, my team and I built Virginia's public immunization data platform — a 172-million-row warehouse feeding the live dashboards 8.7 million residents and the State Health Commissioner relied on. I owned and ran the dashboard portfolio at its heart.
This page is one continuous line. It starts where I stand today and rewinds to where it began — scroll to travel it. Every number on the way is defensible, sourced, and hoverable, because that's how I publish everything.
“Vinay's work consistently met the moment when it mattered most.”
— Christy Gray, Director, Division of Immunization, Virginia Department of Health
2026
2026 · where the line stands
Today: the fourth migration done, the handoff written, the record earned.
The cloud environment re-platformed at the turn of the year — the fourth migration with zero public downtime. This spring, the Childhood Vaccination Coverage portfolio launched statewide — announced by the Director of the Division of Immunization to health directors across Virginia, completing a multi-year build. And I wrote the program's complete operations book, turning a single-owner platform into a transferable organizational asset. Here is the record the rest of this page will explain — hover any number for its definition.
0
residents served
0
localities, statewide
0
live public dashboards
0
projects · 53 as primary owner
0
migrations · zero downtime
0
records reconciled for cloud go-live
The portfolio, in totals
20+
production workbooks
450+
worksheets built
1,000+
calculated fields authored
Also this year
Standardized the plain-language labels and metric definitions across the entire childhood-vaccine portfolio, so every dashboard describes coverage the same way to the public
Remediated the public COVID-19 & Flu dashboard to meet Web Content Accessibility Guidelines (WCAG) 2.1 AA — colour contrast, screen-reader labels and keyboard navigation, so the data is usable by people with disabilities
Investigated and resolved date-quality issues in the outbreak-response data feed, correcting how event dates were parsed so trend lines stayed accurate
When the cloud environment was re-platformed, diagnosed and repaired the broken data pipelines and re-established the Google BigQuery connections feeding the dashboards — restoring the daily refresh with no public interruption
Traced and closed gaps in the public open-data feeds for the adolescent and RSV datasets, so the downloadable files on the Virginia Open Data Portal matched the live dashboards
Contributed to a school-vaccination dashboard in partnership with the Virginia Department of Education (DOE)
Three abstracts accepted to the American Immunization Registry Association (AIRA) 2026 national meeting — on outbreak analytics, data-quality methods, and estimating missing race/ethnicity data
Handled a large-scale geocoding request from the immunization registry — converting tens of thousands of street addresses into mapped locations for coverage analysis
2025
2025 · measles returns · the line meets its threshold
When Virginia slipped below the 95% line, the public dashboard I built became the shared map.
Measles came back — and VDH's own school survey, publicly reported, showed kindergarten measles, mumps and rubella (MMR) coverage below the 95% herd-immunity threshold for the first time since 2019. I built the public MMR coverage dashboard — locality drill-downs, age cohorts, an equity breakout — approved by the State Health Commissioner and, in the words of the Division Director's letter, used by health directors across the Commonwealth during the active response. The same year, Virginia replaced its statewide immunization registry — the agency-wide move off the legacy VIIS/Gainwell system onto the new STC platform — and as primary dashboard developer I kept every public view in the dashboard portfolio published and reconciled across the switch.
133 LOCALITIES · ONE DOT EACH · STYLIZED — OPEN THE DASHBOARD FOR REAL COVERAGE RATES
The real map is live — and these are its rules
Design decisions on the public dashboard, stated in its own About-the-Data — each one a choice about honesty at scale:
—Small cells suppressed — counts of 1–9 never shown, so no one is identifiable
—95% display cap — coverage rates are capped to respect imprecision in population denominators
—Census-based denominators — ACS population estimates, limitations stated in plain language
—Weekly refresh — a stated, kept cadence the public can rely on
Built the public childhood MMR coverage dashboard — by locality and age cohort, with an equity breakout — approved by the State Health Commissioner and, per the Division Director, used by health directors across the Commonwealth during the active response.
BUILT DURING A LIVE OUTBREAK · USED BY HEALTH DIRECTORS ACROSS THE COMMONWEALTH
Platform & trust · 2023
Certifying the cloud migration
Primary validator for the move to Google Cloud — designed the reconciliation across three environments covering 6.6M+ records and issued the production go-live sign-off. The public never noticed the migration, which was the whole point.
6.6M+ RECORDS RECONCILED · BIGQUERY GO-LIVE SIGNED · 2023
Public trust · 2024
The 127,000-dose question
A member of the public, reading the live respiratory dashboard, flagged roughly 127,000 doses they couldn't account for. I traced the figure to historical backfill — older records arriving late, not a sudden jump in activity — and that analysis became the basis for the response back to them. The published number held.
Virginia replaced its statewide immunization registry while nine public dashboards depended on it. I managed the cutover for every one — source comparison, data-freeze messaging, demographic-logic validation — and the public never lost a number. The new platform launched June 24, 2025.
9 LIVE DASHBOARDS · ZERO BROKEN · SOURCE-SYSTEM SWAP
The antigen library — built through the registry transition
Nine childhood vaccine dashboards plus the Vaccine-Preventable Outbreak Response (VIPER) tool — developed, validated and carried across the statewide registry replacement, then launched statewide in spring 2026. Click any card to open it live.
Also this year
VIIS→STC registry migration managed across 9 live dashboards — the new statewide registry launched June 24, 2025
Analysed how race/ethnicity data differed between the new state registry vendor (STC) and the legacy system, then set the reconciliation approach adopted across the whole portfolio
AIRA national Tableau User Group presentation — May 27, a public national event
Rebuilt the respiratory dashboards for the 2025–26 season — new date ranges, refreshed population denominators and updated vaccine products
Rebuilt the population-denominator extract that underpins every coverage rate in the immunization dashboards
Verified that no dashboard still depended on the retiring legacy database, clearing it for safe decommission
Ran a hepatitis A outbreak analysis in the rapid-response tool, surfacing affected districts and at-risk cohorts
Kept the public dashboard portfolio fully operational through the year's federal funding and shutdown uncertainty
95%
The discipline behind the line
What makes a public number trustworthy.
Anyone can chart data. Publishing numbers 8.7 million people can challenge takes habits. Three of mine — live, try them.
Rates, not counts
Raw counts reward big places. Normalize by population and the real story flips. Toggle it:
COUNTS MAKE LOCALITY A LOOK BEST. RATES SHOW LOCALITY C LEADS.
Suppress small cells
Privacy isn't a checkbox. Cells small enough to identify a person never reach the public — by rule, before publication.
Locality
Doses
Rate
Locality A
12,480
71.2%
Locality B
3,096
68.9%
Locality C
*
*
Locality D
7,733
74.6%
* SUPPRESSED — HOVER THE CELL TO SEE WHY
Thresholds give numbers meaning
89% coverage sounds high — until you mark the 95% herd-immunity line. A reference line turns a statistic into a decision.
THE TECHNIQUE BEHIND THE 2025 MEASLES RESPONSE WORK
2024
2024 · a year of firsts
Virginia's first-ever public RSV (Respiratory Syncytial Virus) dashboards — and the portfolio grows up.
The year the portfolio grew new capabilities: a brand-new respiratory syncytial virus (RSV) program with no precedent to copy, the four adolescent vaccine dashboards — human papillomavirus (HPV); tetanus, diphtheria and pertussis (Tdap); meningococcal conjugate (MenACWY); and serogroup B meningococcal (MenB), and the season's combined respiratory rebuild — while the original COVID-19 dashboards were retired and archived, their history validated. Hover any card; click through to the live dashboard.
CONTRIBUTED TO THREE AMERICAN IMMUNIZATION REGISTRY ASSOCIATION (AIRA) NATIONAL PRESENTATIONS · 2024
Also this year
50,000+ race/ethnicity mismatches found & resolved in the Census→ACS transition
Traced a ~127,000-dose question raised by a member of the public to historical backfill — providing the root-cause analysis behind the answer
Validated the 2023–24 COVID-19 and flu historical dataset before it was archived, certifying the numbers would stay correct in the public record
Led the year-long transition to updated U.S. Census American Community Survey (ACS) population estimates — the denominators behind every coverage percentage
Authored the metadata and published the downloadable respiratory dataset to the Virginia Open Data Portal for public use
Built automation for the Office of Data Governance and Analytics (ODGA) open-data program, so public datasets refreshed on a schedule instead of by hand
Joined the working group that set the visual and accessibility style guide for all public dashboards
Served on a second analyst hiring panel; contributed to the team's abstract preparation for the Council of State and Territorial Epidemiologists (CSTE) 2025 conference
2023
2023 · the platform moves beneath the line
We rebuilt the ground under the line — without the public ever noticing.
The state's vaccine data moved from on-premises servers to Google Cloud Platform (GCP). As primary validator I designed the reconciliation across three environments — 6.6M+ records — and issued the production go-live sign-off. My work spans this whole stack: I authored the production ETL, co-designed and contributed code to the Google BigQuery reporting layer, and own the dashboard layer end to end. Hover any stage.
Source
State registry
HL7 feeds · statewide
Staging
Raw landing
BigQuery · full history
Fact
172M rows
1 row = 1 administration
Reporting
Per-program tables
dose & series logic
Views
Stable contract
the layer Tableau reads
Public
~16 dashboards
weekly · suppressed · AA
My seat: I own the dashboard layer end to end, authored the production ETL and the business rules behind every public number, co-designed and contributed code to the BigQuery reporting layer in GCP, and served as primary validator certifying the platform through four migrations.
The same year, the COVID-19 era ended as policy: the federal Public Health Emergency closed on May 11. I redesigned the public COVID-19 Summary dashboard for the post-emergency landscape — coordinated through the State Health Commissioner's office, live in August — and then built what came next: the Combined Respiratory (COVID-19 & Flu) Vaccine dashboard, live in late 2023, the successor that still runs every season.
Shipped this year
PRESENTED AT VIRGINIA STATE GOVERNMENT TABLEAU DAY · 2023
Also this year
Built the “up-to-date” vaccination-status logic for the new Centers for Disease Control and Prevention (CDC) definitions, so the public could see whether they were current on every recommended dose
Analysed how the simplified mRNA vaccine schedule would change reported coverage, ahead of the public dashboards updating
Investigated a shortfall in reported bivalent booster doses and traced it to a reporting-pipeline gap
Drove the daily stand-ups for the Google Cloud Platform (GCP) migration — four mornings a week through the cutover window
Built naloxone and overdose-prevention analytics — and was named to the Virginia Department of Health’s statewide Overdose Prevention Workgroup
Contributed to a congenital-syphilis surveillance dashboard
Contributed to a wastewater disease-surveillance dashboard
Provider data-quality initiative — workgroup participant as the program took shape
Contributed to and reviewed the respiratory-dashboard abstract within the team's Council of State and Territorial Epidemiologists (CSTE) 2024 submission
2022
Early 2022 · the production server fails
Every line has a dip. Mine lasted less than a day.
The on-prem dashboard server went down with the whole public portfolio on it. I executed an emergency migration of every public dashboard the same day — zero data loss, statewide access restored before the next news cycle. The rest of 2022 was the year of changing rules: second boosters, immunocompromised intervals, pediatric boosters, Novavax, bivalent — every CDC guidance change landed in the dose logic within days, each one validated before the public saw a number. When mpox arrived in July, I contributed to the response dashboards and pipeline while keeping the vaccine portfolio on its daily cadence.
Also this year
Second-generation vaccine data rebuild — reworked the data pipeline for the updated Centers for Disease Control and Prevention (CDC) schedule: removing duplicates, merging duplicate patient records and recalculating dose numbers
Built the logic for second boosters (fourth doses) and the shorter dosing intervals recommended for immunocompromised people
Validated boosters for ages 5–11 and integrated the new bivalent and Novavax vaccine products into the dashboards
Built analytics for a text-message (SMS) vaccine-outreach campaign — work later presented at the American Immunization Registry Association (AIRA) national meeting by the program
Geocoded vaccination records and mapped them to county Federal Information Processing Standard (FIPS) codes; scheduled the automated data flows
Mpox outbreak response — contributed dashboards, data pipeline and job monitoring while keeping the vaccine portfolio on its daily cadence
Reviewed the public dashboards for accessibility and redesigned them around a weekly refresh cadence
Served on my first analyst hiring panel
2021
March 2021 · Virginia Department of Health
I joined in the middle of the largest vaccination campaign in history.
The year began at Orbit Interactive, closing out the 500+-client migration — and in March I joined VDH, hired to build and maintain Virginia's public COVID-19 dashboards — six dashboards, daily delivery to the Governor's Office, a state watching every number. I stood up the pediatric (5–11) dashboard the week eligibility opened and owned the booster dose-number logic as Centers for Disease Control and Prevention (CDC) guidance kept changing under our feet. The Prep-to-SQL migration — the first of four — began here.
Six COVID-era dashboards ran on a daily cadence through the campaign — Summary, Demographics, Received & Distributed, Federal Doses and more. They served until September 2024, when they were retired and archived with their history validated, their job done.
VDH DATA WRANGLERS CERTIFICATE OF APPRECIATION · OFFICE OF EPIDEMIOLOGY · AUG 2021
Also this year
Built the Vaccine Demographics view and internal operational dashboards on a daily delivery cadence
Folded federally administered doses — Department of Defense and Department of State — into the public key metrics
Stood up the pediatric (ages 5–11) dashboard the week that age group became eligible
Wrote the first versions of the booster dose-counting logic as guidance evolved
Began converting the data-preparation pipeline to SQL (the standard language for querying databases)
Traced and resolved a 24,000+ dose-count discrepancy in public reporting
Answered rapid, just-in-time data requests for division leadership
2015
Origins · India → Virginia
Rewound to the start: a factory floor and a blank database.
At S.S. Polymers (2015–17) I built a BI framework from nothing — 30+ reports over 3M records that supported 9% sales growth — led an Oracle Data Integrator rollout, and was promoted within ten months. Then two master's degrees in parallel (2017–2019): an M.S. in Decision Analytics at VCU and an MBA in Lean Operations. Data-mart and ETL roles at Net Logic and IQLOGG followed. And at Orbit Interactive (Sep 2020 – Mar 2021) I ran analytics at digital scale: 1,500+ live display and video campaigns, a 43% SEO/SEM traffic lift, and a legacy-to-Adverity dashboard migration that onboarded 500+ clients.
First BI framework30+ reports · 3M records
Two master's · 2017–19Decision Analytics + MBA
ETL & data martsStar & snowflake schemas
Digital scale · 2020–211,500+ campaigns · 500+ clients migrated
✓
Don't take my word for it
The strongest thing about this line: you can check it.
Every program, live on vdh.virginia.gov
The public portfolio, exactly as Virginians use it — on vdh.virginia.gov.
On the public record — VDH announcements behind this timeline
Public Virginia Department of Health pages and press releases that document the dashboards and milestones described above. These are VDH's words, not mine — they corroborate what the portfolio claims.
Letter of recommendation — from the Director, Division of Immunization, Virginia Department of Health: "I recommend Vinay without reservation for any senior analytics, data science, or analytics leadership role." Full letter available on request.
2025
Recognized by the State Health Commissioner's office — for the MMR coverage dashboard used by health directors across the Commonwealth during the active measles outbreak response.
Named to VDH's statewide Overdose Prevention Workgroup — membership published in the Commonwealth's Opioid Impact Registry report to the Virginia General Assembly (April 2025).
2023
National Association of Health Data Organizations (NAHDO) Innovation in Data Dissemination Award — won by VDH's COVID-19 workgroup (DIIS, CPHI & DSI) for optimizing accessibility and user experience across Virginia's public COVID-19 content; my contribution centered on the immunization dashboards within the workgroup's portfolio. Award page ↗
2021 –22
Data Wranglers Certificate of Appreciation — Office of Epidemiology, VDH, for developing critical data resources and improving understanding of epidemiologic data.
Certificate of Appreciation — Division of Informatics & Information Systems, for commitment and outstanding service.
On the national stage — the American Immunization Registry Association (AIRA), year by year
Work from Virginia's immunization data program presented at AIRA national meetings — and the national AIRA Tableau User Group — across my five years at the Virginia Department of Health, with direct links to each presentation in the AIRA repository.
Looking for the next platform to build — and the team to build it with.
Open to senior healthcare and population-health analytics roles — Manager, Lead, or Senior Analyst — where deep tooling and healthcare-data judgment both matter.