public college

Miami Dade College

A large public college in Miami offering associate, bachelor, certificate, transfer, and workforce programs. Miami Dade College scores well because it is broad-access, public, and much less extractive than private universities, while tuition obligations, bureaucratic governance, and local-fee complexity limit the rating.

Why this matters: Miami Dade is a major community-college-style alternative in a large metropolitan market.

Letter grade A Good High confidence (AI) Rubric gcd-rubric-v1 Last reviewed May 12, 2026

Final Score 51* A - Good

AGOOD51 pts

* Tentative scaffolding score. Not human-checked or final.

Base Material52

Bonus+5

Cap66No structure cap

After Cap57

Penalties-6

!Not Verified

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Evaluation Overview

A - Good

The score turns mainly on Extraction, with the largest penalty coming from Accountability Opacity.

Strengths

Extraction8/10
Ownership7/10
Solidarity with the Unemployed7/7

Penalties

Accountability Opacity-2
Ecological Harm-1
Youth Capture-1
Surveillance Capture-1

Evidence state

ConfidenceHigh confidence (AI)
ThoroughnessDeveloped (AI)
Linked claims18
Direct axis claims18
Coverage18/18

Scoring Axes

Axis	Score	Why this score
Ownership ? Control rights: shareholder-dominated at 0, worker cooperative control at 10.	7 / 10	Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. On Ownership, Miami Dade College belongs high for higher education because public, low-cost, no-tuition, or community-college design moves more value toward students and communities. It remains below democratic worker/member institutions where students and workers would hold direct binding control. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	6 / 10	Miami Dade College's public record gives limited direct evidence about whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. Miami Dade College's public record gives limited direct evidence about whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. On Governance, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	8 / 10	Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. On Extraction, Miami Dade College belongs high for higher education because public, low-cost, no-tuition, or community-college design moves more value toward students and communities. It remains below democratic worker/member institutions where students and workers would hold direct binding control. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Labor Sovereignty ? Worker power: coercive conditions at 0, co-determination or ownership at 7. Employee dissatisfaction matters only when source-backed evidence shows concrete limits on worker agency, such as coercive scheduling, retaliation, wage theft, harassment, unsafe conditions, suppression of worker voice, or extreme turnover.	5 / 7	Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. On Labor Sovereignty, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	7 / 7	Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. On Solidarity with the Unemployed, Miami Dade College belongs high for higher education because public, low-cost, no-tuition, or community-college design moves more value toward students and communities. It remains below democratic worker/member institutions where students and workers would hold direct binding control. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	5 / 7	Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. On Loss-Bearing Fidelity, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	5 / 5	Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. On Market Conduct, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Product Integrity ? Preservation of quality rather than degradation for monetization.	5 / 5	Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. On Product Integrity, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] context Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	4 / 5	Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. On Scale Integrity, Miami Dade College sits in the middle: the institution has real education or research value and some public or nonprofit constraint, but students and ordinary workers still do not control price, admissions, curriculum, discipline, labor policy, or institutional priorities. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence context Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution. [1] context Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers. [2] context Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution. [3] context Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution. [4] context Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods. [5] context Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure. [6] context Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions. [7] context Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes. [8] Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets. [9]

Penalties

Penalty	Applied	Why this penalty
Ecological Harm ? Footprint, trajectory, irreversibility, culpability, and scale, including whether ecological harm is central to the model and continued after credible notice. Range: -30 to 0.	-1	Miami Dade College's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint,… Miami Dade College's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This warrants a Ecological Harm penalty because the evidence connects the institution's actual model to cost shifting, debt exposure, animal research, ecological footprint, policy influence, surveillance, identity pressure, or neutrality theater. The value is calibrated against other higher-education entries rather than assigned automatically to the whole sector. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [14]
Youth Capture ? Manipulative youth-directed marketing, youth-data or attention monetization, collectible/add-on traps, parasocial or identity capture, surprise mechanics, or treating young people as lower-disclosure consumers. Making useful toys or welcoming children is not itself penalized. Range: -5 to 0.	-1	Miami Dade College's public record makes Youth Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint,… Miami Dade College's public record makes Youth Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This warrants a Youth Capture penalty because the evidence connects the institution's actual model to cost shifting, debt exposure, animal research, ecological footprint, policy influence, surveillance, identity pressure, or neutrality theater. The value is calibrated against other higher-education entries rather than assigned automatically to the whole sector. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Youth Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [15]
Accountability Opacity ? Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.	-2	Miami Dade College's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus… Miami Dade College's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This warrants a Accountability Opacity penalty because the evidence connects the institution's actual model to cost shifting, debt exposure, animal research, ecological footprint, policy influence, surveillance, identity pressure, or neutrality theater. The value is calibrated against other higher-education entries rather than assigned automatically to the whole sector. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [16]
Surveillance Capture ? Invasive surveillance, unreasonably non-optional tracking, facial recognition, biometric identification, or AI behavior scanning of customers, workers, bystanders, or the public. Range: -5 to 0.	-1	Miami Dade College's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus… Miami Dade College's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This warrants a Surveillance Capture penalty because the evidence connects the institution's actual model to cost shifting, debt exposure, animal research, ecological footprint, policy influence, surveillance, identity pressure, or neutrality theater. The value is calibrated against other higher-education entries rather than assigned automatically to the whole sector. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [17]
Ideological Disavowal ? Concealed ideology presented as neutrality, expertise, professional necessity, public-service administration, market inevitability, or non-ideological common sense while exercising power. Range: -3 to 0.	-1	Miami Dade College's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus… Miami Dade College's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This warrants a Ideological Disavowal penalty because the evidence connects the institution's actual model to cost shifting, debt exposure, animal research, ecological footprint, policy influence, surveillance, identity pressure, or neutrality theater. The value is calibrated against other higher-education entries rather than assigned automatically to the whole sector. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [18]

Bonus Credits

Bonus	Credit	Why this credit
Openness to Dissent ? Credit for tolerating internal, user, customer, worker, and public dissent without retaliation, capture, or viewpoint laundering.	1 / 3	Miami Dade College's public record makes Openness to Dissent relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus… Miami Dade College's public record makes Openness to Dissent relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This supports limited Openness to Dissent credit because the record shows concrete affordability, public-access, no-tuition, constitutional, or transparency practice beyond ordinary college branding. The credit is limited unless the practice is durable and backed by user power rather than discretionary administration. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Openness to Dissent relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [10]
Constitutional Spirit ? Credit for respecting constitutional rights and civil-liberties norms even where private law does not strictly require it.	1 / 3	Miami Dade College's public record makes Constitutional Spirit relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus… Miami Dade College's public record makes Constitutional Spirit relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This supports limited Constitutional Spirit credit because the record shows concrete affordability, public-access, no-tuition, constitutional, or transparency practice beyond ordinary college branding. The credit is limited unless the practice is durable and backed by user power rather than discretionary administration. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Constitutional Spirit relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [11]
Good Deal ? Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.	2 / 3	Miami Dade College's public record makes Good Deal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint,… Miami Dade College's public record makes Good Deal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This supports limited Good Deal credit because the record shows concrete affordability, public-access, no-tuition, constitutional, or transparency practice beyond ordinary college branding. The credit is limited unless the practice is durable and backed by user power rather than discretionary administration. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Good Deal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [12]
Cost Transparency ? Credit for clear posted prices, all-in fees, unit costs, public rate cards, margin/cost visibility, or surplus-allocation transparency, especially in markets where opaque quotes, hidden fees, or individualized pricing are normal.	1 / 3	Miami Dade College's public record makes Cost Transparency relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint,… Miami Dade College's public record makes Cost Transparency relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. This supports limited Cost Transparency credit because the record shows concrete affordability, public-access, no-tuition, constitutional, or transparency practice beyond ordinary college branding. The credit is limited unless the practice is durable and backed by user power rather than discretionary administration. Calibration notes Comparative anchor: Higher-education expansion batch calibrated across public research universities, private elite universities, online universities, community colleges, work colleges, and for-profit colleges. Linked evidence Miami Dade College's public record makes Cost Transparency relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims. [13]

Confidence Basis

Confidence is computed from the evidence trail and review state, not typed into the profile by hand.

High 85/100

18 verified linked claims 18 direct axis claims 0 disputed claims 18/18 components covered

This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.

Claim confidence 16/20

18 verified linked claims

Source quality 16/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 14/18

18 direct claims across 18 active components

Dispute load 12/12

0 disputed claims on this entity

Recency 10/10

Newest accepted timestamp: May 13, 2026

Reviewer status 7/12

Human-reviewed components score higher than AI scaffolding

Component coverage 10/10

18/18 evidence-bearing components have direct support

Evidence State

Profile stateAI draft / human-pending

VerificationUnverified

ConfidenceHigh confidence (AI)

ThoroughnessDeveloped (AI)

Correction routeUse “Challenge this rating” for factual errors, missing counterevidence, source problems, or calculation mistakes.

Company responseCompany representatives can submit source-backed corrections; payment never changes scores or reviewer authority.

Claims and Sources

Claims are the evidence record. Each claim needs a source link, axis category, status, confidence level, and timestamp before it can support a score.

* Tentative scaffolding score. Not human-checked or final.

1Miami Dade College's public record identifies it as a public, private nonprofit, for-profit, community-college, land-grant, or online higher-education institution.

Ownership Verified High confidence Human-reviewed May 12, 2026

Miami Dade College Board of TrusteesPrimary institutional record · 90%

2Miami Dade College's public record shows whether binding authority sits with regents, trustees, elected/public bodies, governors, executives, or private owners rather than with students and ordinary workers.

Governance Verified High confidence Human-reviewed May 12, 2026

Miami Dade College Board of TrusteesPrimary institutional record · 90%

3Miami Dade College's tuition, fee, aid, no-tuition, or online-pricing model determines how much education cost is shifted to students and families versus absorbed by public subsidy, endowment, donors, or the institution.

Extraction Verified High confidence Human-reviewed May 12, 2026

Miami Dade College tuition and feesPrimary institutional record · 90%

4Miami Dade College's public governance materials do not show ordinary faculty, staff, or student workers holding full binding democratic control over the institution.

Labor Sovereignty Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College Board of TrusteesPrimary institutional record · 90%

5Miami Dade College's access model affects people seeking credentials, retraining, transfer pathways, career mobility, or adult education during economically vulnerable periods.

Solidarity Unemployed Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuition and feesPrimary institutional record · 90%

6Miami Dade College's public model shows whether the institution absorbs education cost through public subsidy, endowment, philanthropy, or low tuition, or instead passes risk to students through tuition bills and debt exposure.

Loss Bearing Fidelity Verified High confidence Human-reviewed May 12, 2026

Miami Dade College tuition and feesPrimary institutional record · 90%

7Miami Dade College operates in credential markets where students face asymmetric information, switching costs, sunk credits, admissions pressure, and debt-financed purchasing decisions.

Market Conduct Verified High confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

8Miami Dade College's core service has real education, research, transfer, workforce, medical, or public-service value, but integrity depends on access, quality, cost, academic freedom, and student outcomes.

Product Integrity Verified High confidence Human-reviewed May 12, 2026

Miami Dade College Board of TrusteesPrimary institutional record · 90%

9Miami Dade College's scale makes its decisions consequential for students, workers, public budgets, local communities, patients, research subjects, or credential markets.

Scale Integrity Verified High confidence Human-reviewed May 12, 2026

Miami Dade College Board of TrusteesPrimary institutional record · 90%

10Miami Dade College's public record makes Openness to Dissent relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Openness To Dissent Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

11Miami Dade College's public record makes Constitutional Spirit relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Constitutional Spirit Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

12Miami Dade College's public record makes Good Deal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Good Deal Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

13Miami Dade College's public record makes Cost Transparency relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Cost Transparency Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

14Miami Dade College's public record makes Ecological Harm relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Ecological Harm Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

15Miami Dade College's public record makes Youth Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Youth Capture Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

16Miami Dade College's public record makes Accountability Opacity relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Accountability Opacity Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

17Miami Dade College's public record makes Surveillance Capture relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Surveillance Capture Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

18Miami Dade College's public record makes Ideological Disavowal relevant through affordability, public governance, no-tuition structure, student debt exposure, animal research, campus footprint, lobbying, online monitoring, identity formation, or institutional neutrality claims.

Ideological Disavowal Verified Medium confidence Human-reviewed May 12, 2026

Miami Dade College tuitionPrimary institutional record · 90%

Alternatives

AGOOD54 Berea College private nonprofit work college · same market AGOOD52 Maricopa Community Colleges public community-college system · same market

Competitors

AGOOD54 Berea College private nonprofit work college · same market AGOOD52 Maricopa Community Colleges public community-college system · same market AGOOD51 Seattle Colleges public community-college district · same market AGOOD50 Bellevue College public college · same market BQUALIFIED49 Dallas College public community-college system · same market BQUALIFIED46 Western Governors University nonprofit online university · same market CPERFORMATIVE36 State University of New York public university system · same market CPERFORMATIVE35 The Ohio State University public land-grant research university · same market

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