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311 requests: 2025 compared with 2024

Write a short briefing memo for Edmonton's Executive Committee comparing 311 requests in 2025 with 2024, from the City's open data.

No memo on this was published, so the reference is a memo the benchmark's authors wrote from the City of Edmonton's open data.

How they did: 4 of 4 acceptable

Acceptable means no deal-breaker and a score of at least 80. Scroll sideways on a phone.

What the grader checksGPT-6 LunaDeepSeek V4.1 FlashMuse Spark 1.3Claude Sonnet 5
VerdictAcceptableAcceptableAcceptableAcceptable
Score (out of 100)94929088
Cost · time0.65¢ · 1.1 min1.6¢ · 3.4 min7.1¢ · 58 s$0.26 · 3.4 min
Deal-breaker Gives the 2025 total of 900,433 requests✓✓✓✓
Deal-breaker Gives the 2024 total of 895,848 requests✓✓✓✓
Important Works out the 0.5% increase from 2024 to 2025✓✓✓✓
Important Gives Transit's 93,997 requests in 2025✓✓✓✓
Important Works out Transit's 24.2% drop✓✓✓✓
Important Works out the 22.6% drop for recreation and leisure centres✓✓✓✓
Important Works out the 53.4% rise for roadway maintenance✓✓✓✓
Minor Works out the 8.1% rise for forestry✓✓✓✓
Minor Gives the 97,172 requests in the busiest month of 2025✗✓✗✓
Minor Names June as the busiest month of 2025✓✓✓✓
Deal-breaker Is written in English✓✓✓✓
Important Uses the required sections: Purpose, Key findings, Analysis, Considerations✓✓✓✓
Important Stays within the 670-word limit✓✓✓✓
Deal-breaker Every quotation appears word for word in the source documents✓✓✓✓
Important Every number can be traced to the source documents✗✗✗✗
Important Doesn't present guesses about why volumes changed as fact; any explanation is flagged as needing confirmation✓✓✓✓
Minor Notes that request counts show volume only, not service quality or whether issues were resolved (what Council's motion asked about)✓✓✓✓
Important Gets this point across: Total 311 demand was essentially flat in 2025, up about half a percent from 2024.✓✓✓✓
Important Gets this point across: Transit remained the largest service area but had a sharp decline in requests (about a quarter).✓✓✓✗
Important Gets this point across: Roadway Maintenance had the largest increase of any service area in 2025.✓✗✗✗
Important Gets this point across: 311 demand is seasonal, peaking in early summer (June).✓✓✓✓

What each model wrote

✓ AcceptableGPT-6 Lunascore 94 · 0.65¢ · 1.1 min

Purpose

Provide Executive Committee with 2024–2025 311 request-volume context for the progress update requested in Council’s July 2025 motion on the 311 service experience. The motion asks about work on closure complaints, duplicate tickets and compliance rates for tickets resolved before closure; the update is due in the third quarter of 2026.

Key findings

  • Total recorded requests were 895,816 in 2024 and 900,413 in 2025, an increase of 4,597 (0.5%).
  • June was the peak month for 2025 demand when monthly counts are summed across service areas.
  • Transit and Recreation and Leisure Centres had the highest annual volumes in both years, but both declined in 2025.

Analysis

The largest service areas by annual volume were:

Service area 2024 2025 Change
Transit 123,958 93,997 −29,961 (−24.2%)
Recreation and Leisure Centres 108,267 83,764 −24,503 (−22.6%)
TAX – Taxation 90,373 86,004 −4,369 (−4.8%)
Parking Enforcement 65,277 78,895 +13,618 (+20.9%)
Waste 66,003 71,121 +5,118 (+7.8%)

Notable increases included Roadway Maintenance, from 44,954 to 68,977 (+24,023; +53.4%), and 311 Call Centre, from 17,380 to 26,412 (+9,032; +52.0%). Forestry increased from 10,343 to 11,176 (+833; +8.1%). Notable decreases included Park Rangers, from 23,152 to 17,076 (−6,076; −26.2%), in addition to the declines in Transit and Recreation and Leisure Centres above.

Considerations

The totals sum all listed service areas, including “(not recorded),” “311 Internal Use” and “Dropped/Non Service Calls.” Counts describe volume, not service quality or the reasons for changes, and do not measure progress on the motion’s specific service-experience issues. City Clerks recorded 4,836 requests in 2025, including 3,973 in October; this concentration is relevant when interpreting changes in the overall total.

✓ AcceptableDeepSeek V4.1 Flashscore 92 · 1.6¢ · 3.4 min

Purpose
This memo provides background for the Executive Committee progress update on the 311 service experience requested by Council motion 2025-07-02 (E. Rutherford; due Q3 2026). It compares attached 2025 and 2024 311 request counts by service area and month.

Key findings

  • Total requests: 895,848 in 2024; 900,433 in 2025; +4,585 (+0.5%).
  • Peak 2025 month: June, 97,172 requests; next were July (88,146) and May (87,643).
  • Largest 2025 service areas: Transit (93,997), TAX – Taxation (86,004), Recreation and Leisure Centres (83,764), Parking Enforcement (78,895), Waste (71,121).
  • Notable increases: Roadway Maintenance +53.4%, 311 Call Centre +52.0%, Parking Enforcement +20.9%, Community Standards – Muni. Enforcement +20.9%, Forestry +8.1%.
  • Notable decreases: Park Rangers -26.2%, Transit -24.2%, Recreation and Leisure Centres -22.6%, Animal Care -8.4%, TAX – Taxation -4.8%.

Analysis
Total demand was almost flat, up 0.5%, but composition changed. The top five 2025 areas accounted for 413,781 requests, 45.9% of the 2025 total. Their changes were:

  • Transit: 123,958 → 93,997 (-29,961; -24.2%).
  • TAX – Taxation: 90,373 → 86,004 (-4,369; -4.8%).
  • Recreation and Leisure Centres: 108,267 → 83,764 (-24,503; -22.6%).
  • Parking Enforcement: 65,277 → 78,895 (+13,618; +20.9%).
  • Waste: 66,003 → 71,121 (+5,118; +7.8%).

Other notable movements: Roadway Maintenance rose from 44,954 to 68,977 (+24,023; +53.4%); 311 Call Centre rose from 17,380 to 26,412 (+9,032; +52.0%); Community Standards – Muni. Enforcement rose from 36,322 to 43,928 (+7,606; +20.9%). Forestry rose from 10,343 to 11,176 (+833; +8.1%), with June 2025 at 2,242 versus June 2024 at 1,625. City Clerks rose from 581 to 4,836 (+4,255; +732.4%), driven by 3,973 requests in October 2025. Park Rangers fell from 23,152 to 17,076 (-6,076; -26.2%). 2025 monthly demand peaked in June at 97,172.

Considerations
The attached counts do not include closure complaints, duplicate tickets, or compliance rates for tickets resolved before closure, so they cannot measure those motion items. Totals include all listed categories, including “(not recorded)”, “311 Internal Use”, “Dropped/Non Service Calls”, and other internal/non-service labels; excluding them would change totals. 2025 also includes three service areas not listed in 2024 (Development Compliance, Development Permits, SIP), together 13 requests, a negligible effect. Monthly spikes, such as City Clerks in October 2025, should be interpreted with service-area context.

✓ AcceptableMuse Spark 1.3score 90 · 7.1¢ · 58 s

Briefing Memo to Executive Committee – 311 Request Demand, 2024 vs 2025

Purpose

This memo provides background demand context for the progress update Council requested on July 2, 2025 (moved by E. Rutherford, carried 13-0) on improving the 311 service experience under the cross-departmental delivery model, including closure complaints, duplicate tickets and compliance rates for tickets resolved before closure, due in Third Quarter 2026. It compares counts of 311 requests by service area and month for 2024 and 2025.

Key findings

Total volume was stable: 895,848 requests in 2024 and 900,433 in 2025, an increase of 4,585 or 0.5%.

The largest service areas in both years were Transit, TAX – Taxation, Recreation and Leisure Centres, Parking Enforcement and Waste, but their order changed.

Peak demand in 2025 was in June, followed by July and May. November was the lowest month.

Analysis

Largest areas, 2024 to 2025:

  • Transit: 123,958 to 93,997, -24.2%
  • Recreation and Leisure Centres: 108,267 to 83,764, -22.6%
  • TAX – Taxation: 90,373 to 86,004, -4.8%
  • Parking Enforcement: 65,277 to 78,895, +20.9%
  • Waste: 66,003 to 71,121, +7.8%

Forestry increased 8.1%, from 10,343 to 11,176.

Other notable changes:

  • Increases: Roadway Maintenance 44,954 to 68,977, +53.4%; 311 Call Centre 17,380 to 26,412, +52.0%; Community Standards – Muni. Enforcement 36,322 to 43,928, +20.9%; TAX – Assessment 4,630 to 6,046, +30.6%.
  • Decreases: Park Rangers 23,152 to 17,076, -26.2%; Corporate Services 2,730 to 1,063, -61.1%.
  • Coding-related shifts: 311 Internal Use 1,012 to 5,646, +458%; (not recorded) 1,570 to 5,447, +247%; City Clerks 581 to 4,836, +732%, including 3,973 in October 2025 alone.

New 2025 categories with very small counts include Development Compliance (9), Development Permits (1) and SIP: Service Innovation and Performance (3).

Considerations

These counts show demand volume only. They do not measure closure complaints, duplicate tickets, or compliance with resolution-before-closure, which are the focus of the Council-requested update.

Large swings in small or administrative categories, and the October 2025 City Clerks spike, suggest possible changes in recording practice rather than demand alone. Administration should confirm coding consistency before drawing service conclusions.

✓ AcceptableClaude Sonnet 5score 88 · $0.26 · 3.4 min

BRIEFING MEMO

To: Executive Committee From: [Administration] Re: 311 Service Demand, 2024 vs. 2025 — Background to Council's 311 Service Experience Motion

Purpose

This memo provides 311 demand data to support the progress update requested by Council's July 2, 2025 motion on 311 Service Experience (due Q3 2026, Executive Committee). It compares total 311 request volumes by service area and month for 2024 and 2025, based on the attached dataset.

Key Findings

  • Total volume: 2024 = 895,848 requests; 2025 = 900,433 requests, an increase of 4,585 requests (+0.5%) — essentially flat year-over-year.
  • Largest service areas (2024 basis): Transit (123,958), Recreation and Leisure Centres (108,267), TAX – Taxation (90,373), Waste (66,003), and Parking Enforcement (65,277) were the five highest-volume areas.
  • Peak month in 2025: June, with 97,172 requests across all service areas — consistent with seasonal patterns (parks, forestry, and pest management activity peak in summer).

Analysis

Largest areas — shifts in volume:

  • Transit fell from 123,958 to 93,997 (-24.2%)
  • Recreation and Leisure Centres fell from 108,267 to 83,764 (-22.6%)
  • TAX – Taxation fell from 90,373 to 86,004 (-4.8%)
  • Waste rose from 66,003 to 71,121 (+7.8%)
  • Parking Enforcement rose from 65,277 to 78,895 (+20.9%)

Notable increases:

  • Roadway Maintenance: 44,954 → 68,977 (+53.5%), the largest proportional increase among major areas
  • Community Standards – Municipal Enforcement: 36,322 → 43,928 (+20.9%)
  • TAX – Assessment: 4,630 → 6,046 (+30.6%)
  • Forestry: 10,343 → 11,176 (+8.1%) — a modest but steady increase
  • City Clerks: 581 → 4,836 (+732%), driven almost entirely by an anomalous single-month spike (3,973 in October 2025) inconsistent with all other months in the dataset (typically 20–180/month)

Notable decreases:

  • Corporate Services: 2,730 → 1,063 (-61%)
  • Park Rangers: 23,152 → 17,076 (-26.2%)
  • Non Municipal Services: 15,778 → 13,853 (-12.2%)
  • Animal Control: 15,350 → 13,656 (-11.0%)

Considerations

  • The near-flat overall total masks significant redistribution across service areas; large declines in Transit and Recreation/Leisure Centres were offset by large increases in Roadway Maintenance and Parking Enforcement.
  • The October 2025 City Clerks figure (3,973) appears anomalous relative to the surrounding months and should be verified before being cited publicly.
  • Three service areas — Development Compliance, Development Permits, and SIP: Service Innovation and Performance — appear only in 2025, and "(not recorded)" volumes more than tripled (1,570 → 5,447), suggesting possible service-area reclassification that should be confirmed with 311/IT before drawing conclusions about specific program-level trends.
  • This dataset speaks only to volume. The motion asks specifically about closure complaints, duplicate tickets, and compliance rates — none of which can be derived from the attached counts. Separate data will be required to report against those elements for the Q3 2026 update.

What the models were given

The request
I'm preparing a briefing memo for Executive Committee on 311 demand, as background to the progress update Council asked for in the attached 2025 motion on the 311 service experience. Using the attached counts of 311 requests by service area and month, compare 2025 with 2024. The memo should cover: total request volume in each year and the percentage change; the largest service areas and how their volumes changed; the service areas with notable increases or decreases (including Forestry); and the peak month for 2025 demand. Use these sections: Purpose, Key findings, Analysis, Considerations. Keep it under 500 words, write it in English, and use only figures you can derive from the attached data.
📄 311_requests_by_service_area_and_month_2024_2025.csv
yearservice_areaJanFebMarAprMayJunJulAugSepOctNovDec
2024(not recorded)455384143510016100260210158
2024311 Call Centre8709471091163918562034203518211793114011091045
2024311 Internal Use0030000130445560
2024Animal Care14461352136216511733172020701894176519151354820
2024Animal Control7889209381648166317381758159714241264936676
2024Attractions133115481838180719102056219118451535165514931415
2024Blatchford000000002000
2024Building and Mechanical346434723442415745003973425145814180553346113507
2024Business Licenses725695678794803861795803642563514405
2024Capital City Clean Up337257253425366303328334286377511208
2024City Clerks374181577160434834522829
2024Community and Rec Facilities119110169147140217327261845268105
2024Community Inclusion and Investment595859706374525348726252
2024Community Services Neighborhood Development137159131167163192229241174194169124
2024Community Standards - Muni. Enforcement280127122513243728144045466437602797246820913220
2024Community Standards - Peace Officers76168857174690889512011114949914917657
2024Corporate Communications193161240241384306407431227235220185
2024Corporate Properties817566908471937965776148
2024Corporate Services991921545118110879098908415265
2024Development7458428571137127412171308122811131114887573
2024Development Services550581617829917893891898806861758571
2024Drainage Operations000001100000
2024Dropped/Non Service Calls175213701528167119821932201417911537176415791560
2024EMS321344545184
2024Economic Investment Services222323323430342812271316
2024Economic and Environmental Sustain.520011012201
2024Edmonton Service Centre100134194161208197179216179297227250
2024Engagement1331191151281441151029410510112197
2024Facility Maintenance2016134152107961031511658975
2024Fire Services252228244447395317546459333369271166
2024Fleet Services19232772625263028242022
2024Forestry17725828275610301625220315821092826340172
2024Housing Services252622246174312612847
2024Integrated Infrastructure Services54667416330127934332833128013160
2024Landlord and Tenant Board858067638377937971806049
2024Lot Grading68639520942057657057643334611532
2024Neighbourhood Services20181621354137303623186
2024Non Municipal Services14221173115614261554154715751448124212641057914
2024Office of the Mayor and City Council180161148204190204145165135114110106
2024Other Municipal Services122090510501177128214411483208610591081952919
2024Park Rangers127596272318242155230328283023308125931638747
2024Parking Enforcement434843374993505460935634574562456253569651645715
2024Parks329356391108517222906288421131475949511347
2024Pest Management222939951802165134773081474018
2024Police490481556703750814824976846690604456
2024Recreation and Leisure Centres8407679110524798979331039613141115189063737169488186
2024Residential Compliance Team181724334543331312965
2024River Valley Operations515343788911515011795604954
2024Roadway Maintenance386533653163410748803674384036203256286934774838
2024Service Centre269226260291240288304320227338214209
2024TAX - Assessment934582565368536482243256195200154115
2024TAX - Taxation75915315504753941062521220774968184151549552935675
2024Traffic333226272464396639263787361536834270416734202348
2024Transit107301033610280961910173943694051039110843111381116510442
2024Urban Planning and Policies62767311012490727661857745
2024Waste326429293945800278877270658660235433634845773739
2025(not recorded)2181792313554374884904764955715011006
2025311 Call Centre159322752867317425092404248321041974157611892264
2025311 Internal Use3493184236177648586685728291007771
2025Animal Care13831152150713901576160418721811153315751173903
2025Animal Control7767529761302147616211606140712121052899577
2025Attractions129012821656167121782473223018541592151612291058
2025Blatchford101010000130
2025Building and Mechanical374132433874406645784587480244564877576946323547
2025Business Licenses621531823731738675720667599735655577
2025Capital City Clean Up155113205233212246269196255228180206
2025City Clerks374584907957929518039738519
2025Community and Rec Facilities8482155120177245336219130996997
2025Community Inclusion and Investment514460526439393853374046
2025Community Services Neighborhood Development97130143105161134144153111141103104
2025Community Standards - Muni. Enforcement494950413544289635074274538939682989207717243570
2025Community Standards - Peace Officers6806547879381158125513571170119714118181004
2025Corporate Communications205263320331417475377372306298262273
2025Corporate Properties58526595921111087484776745
2025Corporate Services881141177789101876861908289
2025Development756639898103012171124117610161055966726510
2025Development Compliance100000113300
2025Development Permits000000100000
2025Development Services70865080210961050104810639648551077761587
2025Dropped/Non Service Calls172114821505141718332091218319471802187815101793
2025EMS226433733354
2025Economic Investment Services161020141713131925131615
2025Economic and Environmental Sustain.110010000232
2025Edmonton Service Centre181147165209237259278238210260151215
2025Engagement112116901111071168981799888103
2025Facility Maintenance898510614517215518214717613310160
2025Fire Services242201224258396456341238277348232194
2025Fleet Services181822152413231719231619
2025Forestry28418737269915602242174014291240814417192
2025Housing Services15111116624716231115116
2025Integrated Infrastructure Services68889916130434527425134922515778
2025Landlord and Tenant Board616970625279725655506270
2025Lot Grading6462861673784925344393572599851
2025Neighbourhood Services13131234404246272715219
2025Non Municipal Services112193110651147143014581402121310721141993880
2025Office of the Mayor and City Council9210414912015015111213111865119127
2025Other Municipal Services123410081191108013681348167713321214995809785
2025Park Rangers63048170616642135215022272033193914961117498
2025Parking Enforcement605761185775627270256793661269627547666155277546
2025Parks368247437125820332220267521341691967657324
2025Pest Management2429661242903354784102381515916
2025Police442433505575875943909855733737552461
2025Recreation and Leisure Centres730158767678576265348889917986516919584756255503
2025Residential Compliance Team5101115211923252715111
2025River Valley Operations4935317596108138104120855735
2025Roadway Maintenance981794097468710362254250419940053806306424997132
2025SIP: Service Innovation and Performance000101001000
2025Service Centre266208295316406436454429394422475489
2025TAX - Assessment1390849885299646573312291227202194178
2025TAX - Taxation64094589516149551136318283757972564911533045855583
2025Traffic268521032926349534773946366335704540419336892709
2025Transit899079697703722577787971811276198692751969407479
2025Urban Planning and Policies826375768475709290796135
2025Waste438840314623604680417051721763936364681850915058
📄 council_motion_311_service_experience_2025.txt

Council motion (City of Edmonton open data, Council motions dataset)

Meeting: City Council - 07/02/2025 - 9:30 AM Meeting date: 2025-07-02 Item: 311 Service Experience (E. Rutherford) Mover: E. Rutherford Seconder: A. Paquette Status: Carried 13 to 0

Resolution: 311 Service Experience

That Administration provide a progress update on the work to improve the service experience of Edmontonians using 311’s cross-departmental delivery model, including but not limited to addressing closure complaints, addressing duplicate tickets and compliance rates for tickets resolved before closure.

Due Date: Third Quarter 2026, Executive Committee

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