KARANI

Evidence sheet · s14

5 findings, each tied to this student's own words · download the appeals bundle

c1 cited on the first pass

States a position that cities should not build or run broadband networks in the opening paragraph, followed by cost data, a case study, and a recommendation against city-owned networks.

Cities should not build or run broadband networks.
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Municipal Broadband: The Cost Data Cities should not build or run broadband networks. The finances do not work. Two studies show why. Vasquez-Turner surveyed 63 municipal systems built between 2007 and 2021 (402). Median build cost was $3,140 per premises passed (403). Median bond term was 24 years (403). Median take rate at year five was 27 percent (404). The break-even take rate in her model was 39 percent (404). Only 8 of the 63 systems reached 39 percent by year seven (405). Twelve systems drew on the general fund every year after launch (406). Median annual draw was $1.9 million (406). Four systems sold the network before year ten (407). Median sale price was 31 cents on the dollar of construction cost (407). Ng covers the operating side. Ng studied 14 city systems over six years (17). Electronics hit end of life in about six years (20). A full electronics refresh runs 22 percent of original build cost (20). Nine of the 14 cities carried no reserve for that refresh (21). Median staff size was 11 employees (21). Median technician turnover was 29 percent per year (22). Six cities raised subscriber rates within 30 months of launch (23). Average increase was $9 per month (23).
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c2 cited on the first pass

Introduces findings from studies by Vasquez-Turner and Ng with parenthetical citations to support claims about municipal broadband costs and performance.

Vasquez-Turner surveyed 63 municipal systems built between 2007 and 2021 (402).
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Municipal Broadband: The Cost Data Cities should not build or run broadband networks. The finances do not work. Two studies show why. Vasquez-Turner surveyed 63 municipal systems built between 2007 and 2021 (402). Median build cost was $3,140 per premises passed (403). Median bond term was 24 years (403). Median take rate at year five was 27 percent (404). The break-even take rate in her model was 39 percent (404). Only 8 of the 63 systems reached 39 percent by year seven (405). Twelve systems drew on the general fund every year after launch (406). Median annual draw was $1.9 million (406). Four systems sold the network before year ten (407). Median sale price was 31 cents on the dollar of construction cost (407). Ng covers the operating side. Ng studied 14 city systems over six years (17). Electronics hit end of life in about six years (20). A full electronics refresh runs 22 percent of original build cost (20). Nine of the 14 cities carried no reserve for that refresh (21). Median staff size was 11 employees (21). Median technician turnover was 29 percent per year (22). Six cities raised subscriber rates within 30 months of launch (23). Average increase was $9 per month (23).
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c3 cited on the first pass

Presents general cost data in the first paragraph, transitions to a specific municipal case study in the second paragraph, and concludes with a recommendation section.

Thurlow Falls is the clearest case.
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Thurlow Falls is the clearest case. Population 41,000 (Ng 24). Bond of $58 million issued in 2013 (24). Take rate of 22 percent in 2019 (24). General fund transfers totaled $14.6 million through 2021 (25). The city cut 6 parks positions in 2020 (25). The property tax rate rose 4 percent in 2021 (26). Objection. Private carriers skip low-density blocks. Ng found 7 percent of addresses across the 14 cities had one wired option or none (17). The gap is measurable. A subsidy closes it cheaper. Vasquez-Turner priced a voucher program at $340 per household per year (408). A city build costs $3,140 per passing up front, plus 24 years of interest (403). The voucher reaches the 7 percent. The build bills the other 93 percent for it.
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c4 cited after a second look

Presents an objection regarding private carriers skipping low-density blocks and responds by proposing a targeted voucher program as a cheaper alternative.

Objection. Private carriers skip low-density blocks.
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Thurlow Falls is the clearest case. Population 41,000 (Ng 24). Bond of $58 million issued in 2013 (24). Take rate of 22 percent in 2019 (24). General fund transfers totaled $14.6 million through 2021 (25). The city cut 6 parks positions in 2020 (25). The property tax rate rose 4 percent in 2021 (26). Objection. Private carriers skip low-density blocks. Ng found 7 percent of addresses across the 14 cities had one wired option or none (17). The gap is measurable. A subsidy closes it cheaper. Vasquez-Turner priced a voucher program at $340 per household per year (408). A city build costs $3,140 per passing up front, plus 24 years of interest (403). The voucher reaches the 7 percent. The build bills the other 93 percent for it.
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 2 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.

c5 cited on the first pass

Uses complete, short declarative sentences with parenthetical citations throughout the submission.

Electronics hit end of life in about six years (20). A full electronics refresh runs 22 percent of original build cost (20).
show where this comes from
Municipal Broadband: The Cost Data Cities should not build or run broadband networks. The finances do not work. Two studies show why. Vasquez-Turner surveyed 63 municipal systems built between 2007 and 2021 (402). Median build cost was $3,140 per premises passed (403). Median bond term was 24 years (403). Median take rate at year five was 27 percent (404). The break-even take rate in her model was 39 percent (404). Only 8 of the 63 systems reached 39 percent by year seven (405). Twelve systems drew on the general fund every year after launch (406). Median annual draw was $1.9 million (406). Four systems sold the network before year ten (407). Median sale price was 31 cents on the dollar of construction cost (407). Ng covers the operating side. Ng studied 14 city systems over six years (17). Electronics hit end of life in about six years (20). A full electronics refresh runs 22 percent of original build cost (20). Nine of the 14 cities carried no reserve for that refresh (21). Median staff size was 11 employees (21). Median technician turnover was 29 percent per year (22). Six cities raised subscriber rates within 30 months of launch (23). Average increase was $9 per month (23).
how this finding was produced

model gemini-3.6-flash · prompt p2 · temperature 0.0 · attempt 1 · verification {"positional": true, "quote_check": true, "referential": true, "second_reader": null, "entailment": true}

This isn't right — correct it

Your correction becomes the finding of record. Karani's version stays visible below it — corrections are added, never erased, so there is always a full history to stand on if a student appeals.