Hi, I’m Vinit Joshi. With 6.5+ years of hands-on work experience and 4 years of business growth experience across U.S. and Indian markets, I bridge media buying, marketing automation, and algorithmic data science (Markov & Shapley models) to turn ad spend into verified revenue.
Most agencies rely on broken last-click vanity metrics. Below are two of my interactive data science models running live in your browser. They are engineered to plug directly into your BigQuery, Snowflake, GA4, GoHighLevel, or custom CRM in under 48 hours.
Compare how flawed rule-based models misallocate budget vs. mathematical removal effects & cooperative game theory.
*Notice how traditional tracking credits 100% to whoever got the last click, blinding marketers to top-of-funnel pipeline drivers.
Last-touch wrongly gives 100% credit to Meta retargeting, whereas Markov removal effect proves LinkedIn creates 42.1% of all pipeline value. Cutting LinkedIn ad spend would collapse conversion paths.
from ChannelAttribution import markov_model, heuristic_models
import pandas as pd
# Load touchpoint sequence data from BigQuery / GA4 export
df = pd.read_gbq("SELECT client_id, STRING_AGG(channel, ' > ') AS path, MAX(converted) AS conv FROM `marketing_db.user_journeys` GROUP BY client_id")
# Execute Algorithmic Markov Transition Matrix & Removal Effect
markov_results = markov_model(Data=df, var_path='path', var_conv='conv', order=2)
heuristic_results = heuristic_models(Data=df, var_path='path', var_conv='conv')
# Merge for Fair Budget Allocation Dashboards
print(markov_results[['channel_name', 'total_conversions', 'weight_pct']])
# Output pushes directly to Looker Studio & Google Sheets for media buying reallocation.
Simulate inbound prospect signals to calculate real-time close propensity and trigger instant intelligent CRM routing.
Custom engineered tools, AI retrieval engines, and attribution models built to solve real growth and infrastructure problems.
Replaces broken last-click attribution with probabilistic Markov transition matrices and cooperative game theory. Quantifies true channel removal effects across millions of user journey events.
Retrieval-Augmented Generation (RAG) system connecting proprietary brand documentation and catalogues with Gemini API for 24/7 technical qualification and automated CRM synchronizations.
Engineered for land developers and channel partners: automated property listing showcases, WhatsApp instant brochures, and multi-tier buyer intent qualification scripts.
In-depth breakdowns on algorithmic marketing attribution, server-side data infrastructure, and AI automation published on DamaBytes.
How reliance on Google and Meta ad managers' self-attributing pixels leads to premature campaign shutdowns, and how transition matrices reveal hidden multi-touch champions.
Building an automated Copilot agent that scours funding signals, tech hiring notices, and market updates to generate personalized sales triggers without manual research.
A comprehensive technical guide to setting up server-side Conversions API via Google Cloud or Stape, deduplicating browser events, and restoring high-event quality match scores.
The C-Suite & Growth Engineer’s Guide to Algorithmic Pipeline Forecasting, Churn Modeling & Attribution Science.
Written by Vinit Joshi, this tactical executive guide cuts through AI hype to deliver concrete, production-ready machine learning architectures. Delivered in high-resolution, beautifully formatted PDF format only (not EPUB) to preserve code blocks, pipeline diagrams, and mathematical formulation accuracy.
I have managed high-stakes campaigns and automated CRM infrastructure for U.S. corporate finance accounts, real estate investment syndicates, and digital brands. Here is how I make remote collaboration seamless, dependable, and high-ROI.
I accommodate comfortable working overlap with North American and European timezones. Whether you need sprint planning in New York time or daily standups in London, communication is never delayed.
No endless meetings. I send concise 3-minute Loom video breakdowns, maintain live 24/7 Looker Studio dashboards, and keep your team aligned via Slack, WhatsApp, or ClickUp.
Accepting payments smoothly in USD ($), EUR (€), and GBP (£) via Wise, Stripe, Wire Transfer, or Payoneer with automated tax-compliant professional invoices.
Spearheaded paid advertising, CRM automations, and investor lead magnets for U.S.-based accounts across New York and nationwide syndicates:
A comprehensive overview of my professional trajectory. To protect client confidentiality and NDAs, employer and brand names are classified by sector (full names available in my CV).
Leading end-to-end digital marketing strategy across multiple client accounts, aligning campaigns with high-growth revenue targets and reporting directly to the CEO.
Spearheaded paid social acquisition and marketing automation workflows for US finance and corporate client accounts with $750+ monthly ad budgets.
Managed ₹1,00,000/month Facebook advertising budget for premium professional training programs.
Managed organic and paid e-commerce campaigns, increasing engagement by 40% and organic search traffic by 25%.
Managed digital campaigns for a prominent multifamily real estate investment group in the United States, along with healthcare and e-commerce accounts.
Delivering high-performance media buying, CRM setups, and data science attribution for direct brands:
Generated 40+ daily B2B leads using LinkedIn Sales Navigator & cold email sequences (Lemlist/Woodpecker).
Researched and wrote keyword-rich technical blogposts and documentation for software audiences.
Executed Google Search campaigns and organic social for recognized property and commercial brands.
Stop burning budget on isolated ad campaigns. I build complete growth machines combining audience targeting, high-converting offer angles, and automated lead nurturing.
Laser-targeted Meta (FB/IG), Google Ads, and LinkedIn Ads campaigns designed to minimize CPL and maximize customer lifetime value in India and the US.
Turn cold leads into closed clients without manual chasing. Automated WhatsApp, SMS, and email follow-ups that respond in seconds.
Specialized acquisition funnels for developers, property consultants, and B2B services with pre-qualification mechanisms.
Fix attribution blindness. Connect Meta Conversions API (CAPI), Google Analytics 4, and Looker Studio dashboards for bulletproof data.
Recover abandoned carts and turn one-time shoppers into repeat brand advocates with Klaviyo and ActiveCampaign workflows.
Custom AI scraping and qualification workflows to automatically monitor funding signals, hiring triggers, and prospects in US & global markets.
Exhaustive breakdowns of strategy, execution stacks, and quantified revenue outcomes across domestic and U.S. client accounts.
Problem: Urgent 48-hour enrollment window needed high-intent participants without burning budget on broad interest targeting.
Execution: Deployed high-urgency direct-response Meta Ads targeting pre-qualified working professionals with psychology-aligned creative hooks.
Problem: Competitive US market with $750+/mo budgets, high cost per lead, and fragmented manual lead tracking.
Execution: Audience segmentation on LinkedIn, automated GoHighLevel nurture sequences, and Copilot AI agents monitoring market funding signals.
Problem: Generic real estate lead ads were flooded with unqualified inquiries, wasting sales team call capacity.
Execution: Two-step pre-qualification Meta lead forms, instant WhatsApp brochure automation, and standardized sales qualification scripts.
Problem: Inefficient manual prospecting, high bounce rates risking domain blacklisting, and zero cold outreach standardization.
Execution: Multi-tool prospect scraping via Sales Navigator, automated email verification (NeverBounce), and multichannel follow-ups in Lemlist & Woodpecker.
Problem: Inconsistent follow-ups, siloed marketing/sales handoffs, and severe lead leakage during international timezone handoffs.
Execution: Connected GoHighLevel automated pipelines with Google Performance Max and LinkedIn Ads, creating sub-5-minute lead response protocols.
Problem: Broad ad targeting drove bloated CPL and unqualified inquiries that drained counselor time.
Execution: Built 1% Lookalike audiences mirroring top-performing student profiles, deployed warm intent retargeting, and automated WhatsApp nurturing.
Every case study above was executed with mathematical rigor, clean server-side attribution, and continuous optimization. Book a free 20-minute growth teardown to review your current ad accounts and CRM workflows.
Choose your currency (USD or INR), adjust your ad budget and industry to see real-world projection benchmarks.
No guesswork. Here is the exact framework I execute from day one to deliver consistent, transparent outcomes for both local and international partners.
I audit previous ad accounts, implement server-side Meta CAPI, GA4, and set up CRM webhooks so zero conversions slip through unrecorded.
We identify high-converting customer hooks, write persuasive ad copy, and structure high-converting landing pages or instant forms.
Campaigns go live with scientific A/B testing across audiences and creatives. Immediate real-time budget shifting to top-performing ads.
Leads trigger instant WhatsApp/Email sequences in GoHighLevel or Zapier. We scale winning campaigns while maintaining optimal ROAS.
Most media buyers know how to push "Launch", but fail when tracking breaks or lead quality dips. As a Computer Science graduate pursuing Data Science at Symbiosis, I solve problems from first principles.
With 6.5+ years of total work experience and 4 years of dedicated business growth and performance consulting, I’ve had the privilege of managing marketing operations directly reporting to CEOs, scaling ad accounts across the US and India, and architecting CRM infrastructures in GoHighLevel, ActiveCampaign, and Zapier.
Whether you need a dedicated growth consultant to take over your ad spend, build automated WhatsApp/SMS lead nurturing, or untangle messy GA4 attribution, I deliver end-to-end execution with weekly executive dashboards and zero fluff.
Everything you need to know about working together on a freelance basis.
Fill in a few details below to send me your scope. You can submit via email or launch a pre-filled direct WhatsApp chat immediately!