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@lorisca-analytics

Analytics Work

Analytics Work — Work that shows its mechanism.

The through-line across everything here: the obvious metric points one way, the mechanism underneath points the other.


All repos

  • bike-venture-turnaround - The Bounce-Back — A marketing performance audit that pulled a team out of a Q3 collapse and back to profitability by Q6.
  • delivery-economics-dashboard - Delivery Economics — A white-glove delivery operation losing $1,156 on 13 orders.
  • h1b-sponsorship-sql-analysis - Which Employers Reliably Sponsor H-1B Business Roles — SQL analysis of 3.47M H-1B filings (2020–2023).
  • massachusetts-h1b-analysis - Massachusetts H-1B Analysis — Reading the Massachusetts labor market through five years of public H-1B filing data: which employers sponsor repeatedly, and do business roles pay as well as analytics roles?
  • superstore-discount-ceiling - Where Should We Spend the Next Ad Dollar? — A marketing analytics lead has an ad budget and a room full of managers who read the business through sales volume.

Shipped

TALENT SYSTEMS

Which Employers Reliably Sponsor H-1B Business Roles

SQL analysis of 3.47M H-1B filings (2020–2023). The business-role wage premium survives on medians — then breaks honestly when IT managers are excluded.

3.47M filings · 8 queries

Repo · All case studies

Wage premium by year, business vs data roles

ANALYTICS & MODELS

Where Should We Spend the Next Ad Dollar?

A marketing analytics lead has an ad budget and a room full of managers who read the business through sales volume. This dashboard makes the case for spending it elsewhere, and lets the room test the recommendation live.

9,994 order lines · 20% discount ceiling

Repo · Tableau Public · Interactive dashboard · All case studies

Where Should We Spend the Next Ad Dollar?: cover visual

STRATEGY & OPERATIONS

Delivery Economics

A white-glove delivery operation losing $1,156 on 13 orders. I rebuilt the whole case from 171 raw order lines: the cost model, the 7-day operating schedule, and the operating system that runs the day.

171 order lines · 7-day schedule

Repo · Presentation · Dashboard · Operations design · All case studies

Delivery Economics: cover visual

STRATEGY & OPERATIONS

The Bounce-Back

A marketing performance audit that pulled a team out of a Q3 collapse and back to profitability by Q6.

6 quarters · −$360K to +$703K

Repo · All case studies

Operating profit by quarter

Featured walkthrough

ANALYTICS & MODELS PYTHON

Reading the Massachusetts labor market through H-1B filings

I'm on an F-1 visa. Finding the right role isn't the whole job search — I need an employer who'll go the full distance: OPT → STEM OPT → H-1B. So I read 137,866 Massachusetts H-1B filings (FY2020–2024) and asked: do the business roles I'd apply to get sponsored as often, and pay as well, as the data-and-analytics roles my visa plan leans on?

The answer: 13,672 vs 14,035 filings. $105,000 vs $104,000 median pay — statistically the same. 0% vs 100% STEM — the H-1B clock is tighter on the business side.

The correction: an earlier version reported $115,000 for the business median — 2,583 IT managers had slipped into the business group through their occupation code. Re-ran without them: $105,000. The notebook shows exactly what changed.

The walkthrough:

  1. Load the Massachusetts disclosure file — 137,866 rows.
  2. Filter to certified H-1B filings — 123,497 rows.
  3. Normalize every wage to annual; report medians (typo'd pay units make averages meaningless).
  4. Group by government occupation codes, not keyword matching — and pull the IT managers back out.
  5. Compare with one groupby, plus bootstrap confidence intervals on the medians.

Repo · 10-min video walkthrough · Notebook

Video walkthrough: H-1B Massachusetts FY2020-2024 analysis

The lanes

TALENT SYSTEMS

Hiring, retention, and workforce data.

1 shipped · 4 in the pipeline

ANALYTICS & MODELS

SQL, machine learning, and BI — built to support one decision, with limits stated.

2 shipped · 6 in the pipeline

STRATEGY & OPERATIONS

Business cases, pricing, and delivery — the numbers behind the story.

2 shipped · 7 in the pipeline

CONSULTING

Live-client engagements — real stakeholders, real constraints. Team-based consulting work with deliverables, distinct from solo analyses.

2 in the pipeline


In the pipeline — works in progress, real titles, no filler

Talent Systems

  • Cleaning a visa dataset without deleting the signal
  • The recruitment single source of truth (Bank Mega)
  • Attrition was a promotion problem
  • Making a gender-gap contradiction visible

Analytics & Models

  • Predicting income bracket, and knowing when to stop
  • Where a vaccine supply strategy should point
  • A board bonus that looked already lost
  • A sales peak that was not growth
  • Forecasting a seasonal business three ways
  • Testing a straight-line forecast against reality

Strategy & Operations

  • Two identical-looking tech giants with opposite economics
  • Cost of capital for a company that barely borrows
  • Whether a Chilean neobank is actually revolutionary
  • A brand that outgrew its own positioning
  • Auditing an AI transformation pitch as the person funding it
  • Scoring a hardware launch before planning it
  • Designing a scorecard for a firm that only measured revenue

Consulting

  • M&T Bank — live-client engagement (D1–D6 deliverables)
  • Autodesk AutoProc — LATAM procurement strategy

Personal site · Analytics Work · Builds · Email · LinkedIn · GitHub

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  1. lorisca-analytics.github.io lorisca-analytics.github.io Public

    Analytics Work — case studies in talent systems, analytics, and operations

    JavaScript

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