Overview
This report demonstrates that the underlying data — 79,284
passes issued across 161 school days (an
average of 492 passes per school day) — supports a deeper level of
analysis than simple pass counts alone.
Three analytical lenses are presented:
- Teacher issuance habits — which classroom teachers
are issuing passes (grades 9-12), at what volume, and for how long —
surfacing patterns that a raw count report would never reveal
- Student wanderers — grades 9–11 students whose
median pass time is persistently elevated, identifying students
who are routinely slow returning to class all year
- Coordinated exits — student pairs whose restroom
passes overlap with statistically improbable frequency, consistent with
pre-arranged or real-time coordination
Due to student privacy concerns all student data is presented by
student number
Section 1 — Teacher Pass Issuance
Chart
Each bubble represents one classroom teacher (minimum 50 passes
issued; aides, long-term subs, and non-classroom staff excluded).
Position reflects total passes issued for the full year
(x-axis) and average pass duration in minutes (y-axis).
Bubble size encodes the number of unique students who received passes
from that teacher — a larger bubble means the teacher’s passes are
spread across more of the student body. The vertical dashed line marks
the per-teacher average of 1,071 passes issued across
all 65 classroom teachers for the year. The horizontal dashed line marks
the school-wide average pass duration of 12.4 minutes.
Hover over any bubble for the teacher’s name, exact pass count, average
duration, and unique student count.
Key Findings
- 67 classroom teachers plotted (50+ passes,
non-classroom staff removed)
- School averages: 1,071 passes issued and
12.4 minutes avg duration
- Teachers in the upper-left quadrant (low volume,
long duration) are the least visible in standard pass reports but
represent the greatest supervision gap
- Cole Hoadley is the clearest upper-right outlier —
both high volume and above-average duration
- Craig Davis, Tammie Glass, Jessica Mandeville lead
on volume but maintain short durations, suggesting tight classroom
procedures
- Randy Scott (CIT) has the smallest bubble — only 21
unique students across 584 passes, the highest concentration ratio in
the building
Section 2 — Student Wanderers
Methodology
A wanderer is a student whose median pass
time is persistently elevated — not just occasionally long. The median
is used deliberately rather than the average: a student with two
45-minute nurse visits but otherwise efficient movement looks alarming
on average but completely normal on median. The median captures
routine behavior, trip after trip, all year. A student on this
list is consistently slow returning to class — not just on bad days.
Criteria applied:
- Grades 9–11 only (seniors excluded — their last day was May 22, and
late-year behavior patterns are not representative)
- Student-initiated (STU) and kiosk (KSK) passes only —
teacher-initiated passes (TCH) excluded because those reflect teacher
decisions, not student movement choices
- Minimum 50 passes — ensures the median is based on a meaningful
sample size across the full year, not a handful of early trips
- Median pass time ≥ 8.0 minutes — the school-wide median for grades
9–11 is 5.88 minutes, so this threshold flags students
who are routinely taking passes that are at least 36% longer than the
typical student
Table
The Median Pass Time column shows each student’s
median — the midpoint of all their individual pass durations. The grey
bar provides a visual length indicator. vs. School
Median shows how much longer that student’s typical pass is
compared to the school-wide median of 5.88 minutes — values highlighted
in red exceed 75% above the school median. Min Out/Day
is total time out of class divided by 161 school days. Use the column
filters, search box, and sort arrows to explore. CSV and Excel export
buttons are available.
Key Findings
- 55 students identified across grades 9–11
- School-wide median pass time: 5.88 minutes
- Median pass time for these 55 students: 9 minutes —
53% above school median
- Student 6856 (Gr10, F, CIT) has the highest median
at 16.2 minutes — nearly 3× the school-wide median —
across 62 passes
- Student 6519 (Gr11, M, MFW) combines high frequency
(482 passes, 3.0/day) with a 10.0-minute median — losing an estimated
56 minutes of class time per school day
- HVAC homeroom has notable representation — 7 of 52 wanderers — worth
monitoring in year two with shop/academic rotation context
Section 3 — Coordinated Exits
Methodology
When two students depart for the same restroom within 5 minutes of
each other — repeatedly, across the school year — the pattern is
unlikely to be coincidental. Over 161 school days, random chance would
produce only a handful of such overlaps between any two students.
Method: For every school day, all student-initiated
restroom passes (STU and KSK, grades 9–11) were compared pairwise within
each restroom destination. A co-occurrence was recorded
any time two students’ out-times fell within 5 minutes of each other,
headed to the same restroom, on the same calendar day. The 5-minute
window was chosen because SST is a one-floor building — a student who
leaves within 5 minutes of another and heads to the same destination
will arrive at roughly the same time. Only pairs with 30 or more
co-occurrences across the school year are shown — a threshold
chosen to surface sustained, repeated patterns rather than occasional
coincidences.
Two behavioral signatures are distinguished:
- Same classroom (blue) — both students departed from
the same teacher’s classroom within the 5-minute window.
Suggests possibly pre-arranged coordination before class, or an in-class
signal between students.
- Cross-classroom (coral) — students departed from
different classrooms and still arrived at the same restroom
within 5 minutes. This is the stronger signal — it requires students to
independently time their departures from separate locations, which is
consistent with real-time coordination via phone.
Each bar is labeled with the total co-occurrence count. Hover over a
bar for the full breakdown. Pairs are identified as: Student A /
Student B GrX–GrY Destination.
Note: These patterns warrant closer attention but do not
constitute proof of misconduct. Frequency alone does not confirm intent.
Context from teachers, counselors, and staff should inform any follow-up
conversation.
Key Findings
- 34 student pairs identified with 30+ co-occurrences
over 161 school days
- Pair 6119/6143 (Gr11, Girls, CM) leads with
63 co-occurrences — all from the same classroom across
multiple teachers, suggesting a persistent pattern that follows both
students through their schedule
- Student 6754 (Gr10, M, AM) appears in 3 of
the top 10 pairs — all cross-classroom — and overlaps with 91
unique male students at the 10+ threshold, representing nearly 20% of
the male student body
- Cross-classroom pairs dominate — the majority of
sustained pairs involve students departing from different classrooms,
the stronger coordination signal
- Several pairs span grade levels (e.g., Gr11–Gr9),
suggesting older students coordinating with freshmen through the pass
system
Summary
Analysis prepared by Michael Mahoney. Data source: Securly Pass
export, South Shore Tech, 2025–26 school year. Student names are not
included in this report.