Quantify excess travel cost and identify optimization opportunities across your field service operation
Ranked by total avoidable cost across five dimensions. Focus on the top items in each category for the highest ROI improvements.
Which service verticals generate the most excess travel? Clinical Education stands out with very high per-WO excess.
| # | Vertical | WOs | Avoidable Cost | Impact | Avg Excess | Outliers | Flew | Actual Expense | Techs |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Kiosk | 1,553 | $48,131 | 100% | 46.3 mi | 231 | ✈ 1 | $85,390 | 59 |
States with the highest total avoidable travel cost.
| # | State | WOs | Avoidable Cost | Impact | Avg Excess | Flew |
|---|---|---|---|---|---|---|
| 1 | IL | 43 | $6,930 | 240.6 mi | — | |
| 2 | CO | 19 | $6,748 | 530.1 mi | — | |
| 3 | NY | 87 | $3,812 | 65.4 mi | — | |
| 4 | VA | 37 | $3,169 | 127.8 mi | — | |
| 5 | NC | 77 | $2,813 | 54.5 mi | ✈ 1 | |
| 6 | FL | 245 | $2,750 | 16.8 mi | — | |
| 7 | IN | 42 | $2,569 | 91.3 mi | — | |
| 8 | OH | 84 | $2,422 | 43.0 mi | — | |
| 9 | AZ | 6 | $2,189 | 544.5 mi | — | |
| 10 | TX | 97 | $1,646 | 25.3 mi | — | |
| 11 | CA | 19 | $1,498 | 117.7 mi | — | |
| 12 | SC | 62 | $1,417 | 34.1 mi | — | |
| 13 | GA | 107 | $1,267 | 17.7 mi | — | |
| 14 | MD | 34 | $1,072 | 47.0 mi | — | |
| 15 | OK | 40 | $779 | 29.1 mi | — | |
| 16 | PA | 100 | $613 | 9.2 mi | — | |
| 17 | KS | 4 | $519 | 193.5 mi | — | |
| 18 | MA | 13 | $474 | 54.4 mi | — | |
| 19 | MI | 65 | $453 | 10.4 mi | — | |
| 20 | DC | 7 | $431 | 91.9 mi | — |
Top cities by total avoidable cost. These are your biggest geographic hotspots.
| # | City | State | WOs | Avoidable Cost | Impact | Avg Excess | Flew |
|---|---|---|---|---|---|---|---|
| 1 | Chicago | IL | 8 | $2,577 | 480.9 mi | — | |
| 2 | Phoenix | AZ | 6 | $2,189 | 544.5 mi | — | |
| 3 | Irving | TX | 6 | $858 | 213.4 mi | — | |
| 4 | Richmond | VA | 7 | $820 | 174.9 mi | — | |
| 5 | Owasso | OK | 3 | $773 | 384.7 mi | — | |
| 6 | Norcross | GA | 4 | $480 | 179.0 mi | — | |
| 7 | Charlottesville | VA | 4 | $434 | 162.1 mi | — | |
| 8 | Sarasota | FL | 7 | $403 | 86.0 mi | — | |
| 9 | Henrico | VA | 3 | $351 | 174.5 mi | — | |
| 10 | Wilmington | NC | 6 | $300 | 74.6 mi | — | |
| 11 | Washington | DC | 4 | $240 | 89.4 mi | — | |
| 12 | Jacksonville | NC | 3 | $226 | 112.2 mi | — | |
| 13 | Daniel Island | SC | 3 | $203 | 100.9 mi | — | |
| 14 | Washington D.C | DC | 3 | $192 | 95.3 mi | — | |
| 15 | Columbia | SC | 11 | $188 | 25.5 mi | — | |
| 16 | Mount Pleasant | SC | 4 | $181 | 67.4 mi | — | |
| 17 | Myrtle Beach | SC | 7 | $178 | 37.8 mi | — | |
| 18 | Rockville | MD | 3 | $174 | 86.2 mi | — | |
| 19 | Fayetteville | NC | 4 | $155 | 57.7 mi | — | |
| 20 | Lanham | MD | 3 | $150 | 74.7 mi | — | |
| 21 | Atlanta | GA | 26 | $147 | 8.5 mi | — | |
| 22 | Aiken | SC | 3 | $140 | 69.6 mi | — | |
| 23 | Cincinnati | OH | 7 | $129 | 27.4 mi | — | |
| 24 | Danville | VA | 4 | $125 | 46.4 mi | — | |
| 25 | Cromwell | CT | 5 | $120 | 35.8 mi | — |
Coordinators whose dispatching decisions result in the most excess travel. High avg excess suggests systematic over-dispatching; high WO count with moderate excess suggests volume-driven impact.
| # | Coordinator | WOs | Avoidable Cost | Impact | Avg Excess | Outliers | Flew | Actual Expense | Techs Used |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Kaitlyn Kelch | 202 | $9,849 | 72.8 mi | 20 | — | $4,925 | 14 | |
| 2 | Emmanuel Morales | 7 | $7,571 | 1,614.3 mi | 7 | — | — | 1 | |
| 3 | Melissa Owens | 218 | $6,139 | 42.0 mi | 70 | — | $5,701 | 9 | |
| 4 | Kourtney Smith | 228 | $4,955 | 32.4 mi | 26 | — | $5,694 | 11 | |
| 5 | Charles Ramen | 265 | $2,709 | 15.3 mi | 22 | — | $3,610 | 11 | |
| 6 | Abby Jinerson | 141 | $1,471 | 15.6 mi | 16 | — | $13,935 | 11 | |
| 7 | Nicole Floyd | 5 | $873 | 260.6 mi | 5 | — | — | 1 | |
| 8 | Laura Hill | 28 | $371 | 19.8 mi | 5 | — | $1,160 | 13 | |
| 9 | Rhea Berry | 102 | $293 | 4.3 mi | 3 | — | $2,344 | 9 | |
| 10 | Michael Burris | 20 | $210 | 15.7 mi | 1 | — | $773 | 4 | |
| 11 | Chris Bakkemo | 9 | $49 | 8.1 mi | 0 | — | — | 1 |
Techs who consistently travel far beyond the closest available option. High states-served count may indicate a roaming/national tech; high avg excess with few states suggests a misplaced home base.
| # | Technician | WOs | Avoidable Cost | Impact | Avg Actual Dist | Avg Excess | Outliers | Flew | States | Actual Expense |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Emmanuel Morales | 8 | $8,086 | 1,601 mi | 1,508.5 mi | 8 | — | 7 | — | |
| 2 | Praelow Cameron | 164 | $7,256 | 136 mi | 66.0 mi | 86 | — | 5 | $5,664 | |
| 3 | Jason Morris | 10 | $6,366 | 1,001 mi | 950.2 mi | 10 | — | 1 | $171 | |
| 4 | Brendan Chaney | 15 | $4,206 | 426 mi | 418.4 mi | 6 | — | 5 | $399 | |
| 5 | Christopher Carroll | 7 | $3,576 | 786 mi | 762.4 mi | 5 | — | 2 | $85 | |
| 6 | Nicole Floyd | 6 | $2,588 | 1,555 mi | 643.8 mi | 6 | — | 2 | — | |
| 7 | Maximilian Tucker | 118 | $2,095 | 61 mi | 26.5 mi | 25 | — | 6 | $4,704 | |
| 8 | Cynthia G Deville | 85 | $761 | 40 mi | 13.4 mi | 7 | — | 3 | $12,970 | |
| 9 | Luis Torres | 81 | $747 | 35 mi | 13.8 mi | 16 | — | 3 | $2,618 | |
| 10 | Jordan Moceri | 28 | $560 | 53 mi | 29.9 mi | 6 | — | 2 | $296 | |
| 11 | Robert Rivera | 136 | $540 | 33 mi | 5.9 mi | 7 | — | 1 | $5,885 | |
| 12 | Jon Kuehl | 18 | $533 | 85 mi | 44.2 mi | 8 | — | 3 | $1,157 | |
| 13 | Robert Lewis | 72 | $478 | 65 mi | 9.9 mi | 7 | — | 2 | $4,550 | |
| 14 | Chris Galasso | 12 | $474 | 80 mi | 59.0 mi | 1 | — | 4 | $530 | |
| 15 | Vincent Nyathi | 42 | $377 | 49 mi | 13.4 mi | 2 | — | 3 | $50 | |
| 16 | Mike Huffman | 53 | $364 | 54 mi | 10.3 mi | 3 | — | 2 | $706 | |
| 17 | Brandon Green | 17 | $361 | 49 mi | 31.7 mi | 0 | — | 2 | $177 | |
| 18 | Christopher Womack | 43 | $354 | 42 mi | 12.3 mi | 0 | — | 1 | $729 | |
| 19 | Curtis Allen | 29 | $299 | 27 mi | 15.4 mi | 5 | — | 3 | $793 | |
| 20 | Curtis Sprague | 10 | $288 | 120 mi | 43.0 mi | 3 | — | 1 | — |