Teardown · Data analyst (from classroom teaching)
The career changer
The experience transfers; the words don't. A reader hiring for analysis has to do translation work to see the fit, and at triage speed that translation does not happen.
Invented resume, invented person — we don’t keep anyone’s file, so we have none to publish. How this series works
Before
The numbered marks are where a fast structural pass runs into trouble. Each one is explained underneath.
RILEY MARSH
you@example.com | (555) 000-0000 | City, ST
Objective
1Passionate educator looking to transition into the data field. Hard worker and fast learner eager for an opportunity to break into analytics.
Experience
Lincoln Middle School — 7th Grade Mathematics Teacher | Aug 2018 – Jun 2025
• Responsible for differentiated instruction across five sections of learners
3• Administered and analyzed benchmark assessments each grading period
• Served on the school data team and presented findings at staff PD
2• Utilized MTSS tiering to place students into intervention groups
Education
State University — BS, Mathematics Education, 2018
Google Data Analytics Certificate, 2025
Skills
4Data analysis, SQL, spreadsheets, communication, problem solving
- 1
“Passionate educator looking to transition into the data field. Hard worker and fast learner eager for an opportunity to break into analytics.”
The top block asks to be let in rather than showing what is being brought. It also leads with the field being left, so the first thing a skim registers is the mismatch.
- 2
“Utilized MTSS tiering to place students into intervention groups”
MTSS tiering is cohort segmentation on an outcome measure — a thing analysts do constantly. Written in the acronym of the previous field, it is invisible to a reader from the new one.
- 3
“Administered and analyzed benchmark assessments each grading period”
This is recurring measurement against a baseline across a defined population. The word “assessments” hides that; no size, cadence, or result is attached to make it legible.
- 4
“Data analysis, SQL, spreadsheets, communication, problem solving”
SQL is claimed in the list and appears nowhere above it. On a career-change resume, that gap is the exact thing a skeptical reader is scanning for.
After
Same person, same jobs, same facts. This version passes every automated check we run, and the build fails if it ever stops doing so.
RILEY MARSH
you@example.com | (555) 000-0000 | City, ST
Summary
Analyst with 7 years measuring outcomes for a 150-student population: cohort segmentation, recurring assessment against baselines, and reporting that changed how 22 staff allocated time.
Experience
Lincoln Middle School — Mathematics Teacher, Data Team | Aug 2018 – Jun 2025
• Segmented a 150-student population into 3 intervention cohorts each term using SQL queries against the district assessment warehouse
• Raised proficiency 24 points over 2 years by reallocating instruction time to the 2 standards the data identified as weakest
• Built the spreadsheet model that 22 staff used to track 6 assessment cycles a year, replacing 5 separate gradebooks
• Presented quarterly findings to 40 staff, turning benchmark results into 3 specific scheduling changes each cycle
• Cut assessment reporting turnaround from 5 days to 1 by automating the term-end summary that ran 6 times a year
Education
Google Data Analytics Certificate, 2025
State University — BS, Mathematics Education, 2018
Skills
SQL, spreadsheet modeling, cohort segmentation, assessment reporting
What actually changed
Three moves, and none of them added an achievement that wasn’t already on the page.
The vocabulary changed; the facts did not
Intervention grouping became cohort segmentation, benchmark assessments became recurring measurement against a baseline. Every claim is the same event described in the language the new field searches with — which is translation, not embellishment.
The certificate moved above the degree
For a changer, the most recent and most relevant credential goes first. The teaching degree still belongs on the page; it just stops being the first thing read in the education block.
SQL stopped being a claim
It now appears inside a bullet describing what was queried and how often. A skill named in the list and nowhere else is the weakest thing a career-change resume can contain, because doubt is the default state of the reader.
Which of these is your resume doing?
The marks above come from checks that run automatically. Point them at your own resume and every finding comes back quoting the line that caused it.