Data engineering · Chapel Hill, NC
Chapel Hill data engineering around the school year
A Franklin Street business rarely has a normal month, because the university sets the rhythm. We build the data path that shows that rhythm in numbers: gather your records, clean them, ask a question and chart the answer.
Semesters as a pattern in Chapel Hill data
UNC and its health care system are a major part of the town's economy. Move-in week, finals, breaks and graduation each change who walks in. A coffee shop, a bookseller and a tutoring service all feel it differently.
Dated records make the pattern visible. We start by pulling sales, bookings and messages into one table with a date on every row.
Chapel Hill data engineering, step by step
Cleaning comes second. Names get one spelling, repeat customers collapse into one, and prices become numbers. Students often pay with different methods and leave different traces, so tidy labels matter.
Analysis answers one question, such as which weeks beat the average for your own shop. We keep the question small so the answer stays checkable. A chart lays the school year out left to right, and you can see the dips before you plan staffing.
Festifall and other single days
In 2022 Festifall closed Church Street and brought a vendor market to Franklin Street on three October Saturdays. A shop on that block can compare those afternoons with its other Saturdays.
We show that comparison with plain counts. You decide whether staying open later or adding a stall is worth it, and the same table answers the next question about Halloween or the winter break without a fresh start.
Public numbers for a small market
Carrboro borders the town to the west, so the nearest competitor may sit across a boundary. We can gather public prices and review counts from pages that allow it, within each site's terms.
Set beside your own table, those figures show whether your slow weeks are yours alone or everyone's. If every shop dips in the same week, the dip is the calendar. If only yours does, the cause is closer to home, and we help you look.
Questions from Chapel Hill owners
I only get busy when school is in session. What can data tell me?
It can show how big the swing is and when it starts. With that, you plan hours, orders and staff against dates instead of impressions.
Where could I get free advice here too?
The Durham Tech Small Business Center keeps an Orange County location on Rosemary Street with free, confidential counseling. We work on the data side.
Do I have to be good with spreadsheets?
No. You send us what you have, and we hand back a clean table, a short report and charts. We explain each finding in plain words.
Sources for the facts on this page: Chapel Hill, North Carolina, Wikipedia · Festifall Arts Markets return to downtown Chapel Hill, Chapel Hill Community Arts & Culture · Small Business Center, Durham Technical Community College
Tell us how your Chapel Hill year runs
Write a few lines on the contact page about your busy and quiet stretches, and we will suggest a first step. Mention the months you dread and the weeks you count on, since those tell us which question to chart first.