Bitterroot Books

author- and worker-owned cooperative publisher

Bitterroot Books

Industry Publishing

A cooperative author- and worker-owned book publisher focused on rural American nonfiction, underserved stories, and shared author economics. Bitterroot sits near the B/A edge because authors and workers share the institution, but it is too new and small to score as a proven A anchor yet.

Why this matters: Bitterroot Books may be one of the cleanest publisher structures in the database, but this pass keeps it at B because public evidence of scale, durability, and governance practice is still thin.

Letter grade B Qualified Medium confidence (AI) Rubric gcd-rubric-v1

Final Score 48* B - Qualified

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

Base Material49
Bonus+8
Cap66No structure cap
After Cap57
Penalties-9
!Not Verified
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Evaluation Overview

B - Qualified

The score turns mainly on Ownership, with the largest penalty coming from Reversibility.

Strengths

  • Ownership10/10
  • Governance7/10
  • Extraction7/10

Penalties

  • Reversibility-5
  • Accountability Opacity-2
  • Ecological Harm-1
  • Identity Capture-1

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims12
  • Direct axis claims10
  • Coverage10/17

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
10 / 10

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
7 / 10

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
7 / 10

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
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.
6 / 7

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
5 / 7

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
5 / 7

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
4 / 5

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
4 / 5

Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
1 / 5

The linked record identifies Bitterroot Books as a cooperative author- and worker-owned publisher.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • context Bitterroot Books describes itself as a cooperative author- and worker-owned publisher. [1]
  • context Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books. [2]
  • context Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited. [3]

Penalties

Penalty Applied Why this penalty
Reversibility
?
Applied when positive conduct depends on current living leaders, founders, family owners, or other person-contingent governance rather than durable structure. Range: -5 to 0.
-5

The model is promising but young, so goodness is still highly dependent on follow-through and continued cooperative governance.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • The model is promising but young, so goodness is still highly dependent on follow-through and continued cooperative governance. [8]
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

Physical book publishing and shipping create modest ecological impacts.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Physical book publishing and shipping create modest ecological impacts. [9]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

Detailed author contracts, member rights, and financial flows are not fully public.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Detailed author contracts, member rights, and financial flows are not fully public. [10]
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.
-1

Mission-centered rural and social-justice identity creates some audience identity clustering.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Mission-centered rural and social-justice identity creates some audience identity clustering. [11]

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.
2 / 3

Publishing underserved rural and social-justice stories supports pluralistic cultural expression.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Publishing underserved rural and social-justice stories supports pluralistic cultural expression. [4]
Constitutional Spirit
?
Credit for respecting constitutional rights and civil-liberties norms even where private law does not strictly require it.
2 / 3

Broadening authorship and public representation supports a healthier civic and cultural sphere.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Broadening authorship and public representation supports a healthier civic and cultural sphere. [5]
Good Deal
?
Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.
3 / 3

Profit-sharing with authors beyond individual royalties creates unusually strong author value if implemented as described.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Profit-sharing with authors beyond individual royalties creates unusually strong author value if implemented as described. [6]
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

Bitterroot publicly explains its cooperative premise, but operating financials and governance documents are not fully public.

Calibration notes

Comparative anchor: Positive book-publisher search; calibrated against existing trade, academic, nonprofit, worker-owned, author-owned, and self-publishing entries.

Uncertainty
  • Focused positive-publisher pass; later review should add direct author-contract, labor, pricing, financial, and governance-document evidence.
Linked evidence
  • Bitterroot publicly explains its cooperative premise, but operating financials and governance documents are not fully public. [7]

Confidence Basis

Confidence Basis

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

Medium 67/100

12 verified linked claims 10 direct axis claims 0 disputed claims 10/17 components covered

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

Claim confidence 13/20

12 verified linked claims

Source quality 10/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 9/18

10 direct claims across 17 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 6/10

10/17 evidence-bearing components have direct support

Evidence State

Evidence State

Profile stateAI draft / human-pending
VerificationUnverified
ConfidenceMedium 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.
1Bitterroot Books describes itself as a cooperative author- and worker-owned publisher.

Ownership Verified Medium confidence AI-generated / human-pending

AI scaffold

2Bitterroot Books focuses on rural American nonfiction, underserved voices, social justice, environmentalism, memoir, oral histories, and related books.

Product Integrity Verified Medium confidence AI-generated / human-pending

AI scaffold

3Bitterroot’s author-and-worker cooperative model directly addresses author extraction and worker power, but scale and operating history remain limited.

Calculation Verified Medium confidence AI-generated / human-pending

AI scaffold

4Publishing underserved rural and social-justice stories supports pluralistic cultural expression.

Openness To Dissent Verified Medium confidence AI-generated / human-pending

AI scaffold

5Broadening authorship and public representation supports a healthier civic and cultural sphere.

Constitutional Spirit Verified Medium confidence AI-generated / human-pending

AI scaffold

6Profit-sharing with authors beyond individual royalties creates unusually strong author value if implemented as described.

Good Deal Verified Medium confidence AI-generated / human-pending

AI scaffold

7Bitterroot publicly explains its cooperative premise, but operating financials and governance documents are not fully public.

Cost Transparency Verified Medium confidence AI-generated / human-pending

AI scaffold

8The model is promising but young, so goodness is still highly dependent on follow-through and continued cooperative governance.

Reversibility Verified Medium confidence AI-generated / human-pending

AI scaffold

9Physical book publishing and shipping create modest ecological impacts.

Ecological Harm Verified Medium confidence AI-generated / human-pending

AI scaffold

10Detailed author contracts, member rights, and financial flows are not fully public.

Accountability Opacity Verified Medium confidence AI-generated / human-pending

AI scaffold

11Mission-centered rural and social-justice identity creates some audience identity clustering.

Identity Capture Verified Medium confidence AI-generated / human-pending

AI scaffold

12Bitterroot Books's public materials state a mission, values, ownership model, advocacy role, or institutional standpoint plainly enough that this record does not identify penalty-level neutrality theater.

Ideological Disavowal Verified Medium confidence AI-generated / human-pending

AI scaffold

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