A large private media conglomerate that wholly owns Penguin Random House
and other media, services, and education businesses. It keeps publishing
infrastructure alive at scale, but author, reader, and worker power
remain subordinate to centralized conglomerate control.
Why this matters: Penguin Random House is better
understood as part of Bertelsmann's concentrated media structure.
Letter grade DExtractiveHigh
confidence (AI)Rubric gcd-rubric-v1
* Tentative scaffolding score. Not
human-checked or final.
Base Material21Bonus+0Cap35Ownership <= 2 and
Governance <= 2
After Cap21Penalties-5!Not Verified
Represent this organization?
Request verification to have the evidence record checked against primary
materials and organization-supplied documents. Verification does not buy
a higher score; scores change only when review finds factual errors,
omissions, or miscalibration.
The score turns mainly on Solidarity with the Unemployed, with the
largest penalty coming from Accountability Opacity.
Strengths
Solidarity with the
Unemployed3/7
Loss-Bearing
Fidelity3/7
Product
Integrity3/5
Penalties
Accountability
Opacity-2
Ideological
Disavowal-2
Policy
Capture-1
Evidence state
ConfidenceHigh
confidence (AI)
ThoroughnessDeveloped
(AI)
Linked claims12
Direct axis claims12
Coverage12/12
Scoring Axes
Axis
Score
Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control
at 10.
1 / 10
Bertelsmann is organized as the parent, owner, or controlling holding
structure described in the linked public materials, not as a worker-,
customer-, reader-, or public-governed institution.
Bertelsmann is organized as the parent, owner, or controlling holding
structure described in the linked public materials, not as a worker-,
customer-, reader-, or public-governed institution. On Ownership,
Bertelsmann belongs near the bottom because parent ownership primarily
serves shareholders, funds, families, executives, or individual owners.
Any practical value at the subsidiary level does not become democratic
control at the parent level.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
Bertelsmann is organized as the parent, owner, or controlling
holding structure described in the linked public materials, not as a
worker-, customer-, reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Governance
?
Binding decision authority: centralized control at 0, democratic
stakeholder control at 10.
2 / 10
Bertelsmann's public structure concentrates binding control in
shareholders, family owners, funds, executives, or individual owners
rather than the subsidiaries' workers, users, customers, or affected
communities.
Bertelsmann's public structure concentrates binding control in
shareholders, family owners, funds, executives, or individual owners
rather than the subsidiaries' workers, users, customers, or affected
communities. On Governance, Bertelsmann belongs near the bottom because
parent ownership primarily serves shareholders, funds, families,
executives, or individual owners. Any practical value at the subsidiary
level does not become democratic control at the parent level.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
Bertelsmann's public structure concentrates binding control in
shareholders, family owners, funds, executives, or individual owners
rather than the subsidiaries' workers, users, customers, or affected
communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured
extraction judgment.
2 / 10
Bertelsmann controls or benefits from subsidiary, portfolio, platform,
media, retail, insurance, finance, or franchise economics at parent
scale.
Bertelsmann controls or benefits from subsidiary, portfolio, platform,
media, retail, insurance, finance, or franchise economics at parent
scale. On Extraction, Bertelsmann belongs near the bottom because parent
ownership primarily serves shareholders, funds, families, executives, or
individual owners. Any practical value at the subsidiary level does not
become democratic control at the parent level.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
Bertelsmann controls or benefits from subsidiary, portfolio,
platform, media, retail, insurance, finance, or franchise economics at
parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[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.
2 / 7
Bertelsmann's public ownership model does not give ordinary workers
across controlled subsidiaries binding democratic authority over parent
strategy.
Bertelsmann's public ownership model does not give ordinary workers
across controlled subsidiaries binding democratic authority over parent
strategy. On Labor Sovereignty, Bertelsmann belongs near the bottom
because parent ownership primarily serves shareholders, funds, families,
executives, or individual owners. Any practical value at the subsidiary
level does not become democratic control at the parent level.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
Bertelsmann's public ownership model does not give ordinary
workers across controlled subsidiaries binding democratic authority over
parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Solidarity with the
Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment,
and non-competes.
3 / 7
Bertelsmann's parent-level structure creates ordinary corporate,
investment, platform, or franchise exposure to layoffs, restructuring,
divestitures, or weak exit protections.
Bertelsmann's parent-level structure creates ordinary corporate,
investment, platform, or franchise exposure to layoffs, restructuring,
divestitures, or weak exit protections. On Solidarity with the
Unemployed, Bertelsmann belongs in the lower-middle tier: the parent has
useful operating capacity, but the structure still concentrates decisive
power away from subsidiary workers, customers, readers, users, or
communities.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
Bertelsmann's parent-level structure creates ordinary corporate,
investment, platform, or franchise exposure to layoffs, restructuring,
divestitures, or weak exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and
public obligations.
3 / 7
Bertelsmann's linked public materials do not show a durable rule
requiring parent owners or investors to absorb losses ahead of workers,
customers, readers, users, or affected communities.
Bertelsmann's linked public materials do not show a durable rule
requiring parent owners or investors to absorb losses ahead of workers,
customers, readers, users, or affected communities. On Loss-Bearing
Fidelity, Bertelsmann belongs in the lower-middle tier: the parent has
useful operating capacity, but the structure still concentrates decisive
power away from subsidiary workers, customers, readers, users, or
communities.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
Bertelsmann's public materials do not show a durable rule
requiring parent owners or investors to absorb losses ahead of workers,
customers, readers, users, or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
2 / 5
Bertelsmann's parent position gives it market, platform, brand,
portfolio, distribution, data, or financing power over ordinary
customers or subsidiary constituencies.
Bertelsmann's parent position gives it market, platform, brand,
portfolio, distribution, data, or financing power over ordinary
customers or subsidiary constituencies. On Market Conduct, Bertelsmann
belongs near the bottom because parent ownership primarily serves
shareholders, funds, families, executives, or individual owners. Any
practical value at the subsidiary level does not become democratic
control at the parent level.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
Bertelsmann's parent position gives it market, platform, brand,
portfolio, distribution, data, or financing power over ordinary
customers or subsidiary constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
3 / 5
Bertelsmann's controlled businesses include products or services with
real public or consumer utility, but that utility is filtered through
parent-level control and monetization incentives.
Bertelsmann's controlled businesses include products or services with
real public or consumer utility, but that utility is filtered through
parent-level control and monetization incentives. On Product Integrity,
Bertelsmann belongs in the lower-middle tier: the parent has useful
operating capacity, but the structure still concentrates decisive power
away from subsidiary workers, customers, readers, users, or communities.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
Bertelsmann's controlled businesses include products or services
with real public or consumer utility, but that utility is filtered
through parent-level control and monetization incentives.[8]
contextBertelsmann's scale
makes parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.[9]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
3 / 5
Bertelsmann's scale makes parent-level decisions consequential for many
people across subsidiaries, portfolio companies, customers, workers, or
public institutions.
Bertelsmann's scale makes parent-level decisions consequential for many
people across subsidiaries, portfolio companies, customers, workers, or
public institutions. On Scale Integrity, Bertelsmann belongs in the
lower-middle tier: the parent has useful operating capacity, but the
structure still concentrates decisive power away from subsidiary
workers, customers, readers, users, or communities.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
contextBertelsmann is
organized as the parent, owner, or controlling holding structure
described in the linked public materials, not as a worker-, customer-,
reader-, or public-governed institution.[1]
contextBertelsmann's public
structure concentrates binding control in shareholders, family owners,
funds, executives, or individual owners rather than the subsidiaries'
workers, users, customers, or affected communities.[2]
contextBertelsmann controls
or benefits from subsidiary, portfolio, platform, media, retail,
insurance, finance, or franchise economics at parent scale.[3]
contextBertelsmann's public
ownership model does not give ordinary workers across controlled
subsidiaries binding democratic authority over parent strategy.[4]
contextBertelsmann's
parent-level structure creates ordinary corporate, investment, platform,
or franchise exposure to layoffs, restructuring, divestitures, or weak
exit protections.[5]
contextBertelsmann's public
materials do not show a durable rule requiring parent owners or
investors to absorb losses ahead of workers, customers, readers, users,
or affected communities.[6]
contextBertelsmann's parent
position gives it market, platform, brand, portfolio, distribution,
data, or financing power over ordinary customers or subsidiary
constituencies.[7]
contextBertelsmann's
controlled businesses include products or services with real public or
consumer utility, but that utility is filtered through parent-level
control and monetization incentives.[8]
Bertelsmann's scale makes parent-level decisions consequential for
many people across subsidiaries, portfolio companies, customers,
workers, or public institutions.[9]
Penalties
Penalty
Applied
Why this penalty
Policy Capture
?
Private-interest attempts to bend law, regulation, subsidies, taxes,
enforcement, trade, labor, safety, competition, environmental,
healthcare, housing, surveillance, civil-liberties, or consumer policy
against workers, customers, citizens, affected communities, or
ecological life. Public-interest advocacy is not penalized merely
because it is lobbying. Range: -15 to 0.
-1
Bertelsmann's public parent-level model makes Policy Capture directly
relevant through owner dependence, investor control, policy influence,
data power, product externalities, identity pressure, opacity, or
harmful subsidiary business lines.
Bertelsmann's public parent-level model makes Policy Capture directly
relevant through owner dependence, investor control, policy influence,
data power, product externalities, identity pressure, opacity, or
harmful subsidiary business lines. This warrants a Policy Capture
penalty because parent control makes the cited risk materially relevant
across owned brands, portfolio companies, users, customers, workers, or
public institutions. The penalty is calibrated to the severity of that
parent-level exposure rather than imported mechanically from any one
subsidiary.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
Bertelsmann's public parent-level model makes Policy Capture
directly relevant through owner dependence, investor control, policy
influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines.[10]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability
structures that prevent public accountability. Range: -2 to 0.
-2
Bertelsmann's public parent-level model makes Accountability Opacity
directly relevant through owner dependence, investor control, policy
influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines.
Bertelsmann's public parent-level model makes Accountability Opacity
directly relevant through owner dependence, investor control, policy
influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines. This warrants a
Accountability Opacity penalty because parent control makes the cited
risk materially relevant across owned brands, portfolio companies,
users, customers, workers, or public institutions. The penalty is
calibrated to the severity of that parent-level exposure rather than
imported mechanically from any one subsidiary.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
Bertelsmann's public parent-level model makes Accountability
Opacity directly relevant through owner dependence, investor control,
policy influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines.[11]
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.
-2
Bertelsmann's public parent-level model makes Ideological Disavowal
directly relevant through owner dependence, investor control, policy
influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines.
Bertelsmann's public parent-level model makes Ideological Disavowal
directly relevant through owner dependence, investor control, policy
influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines. This warrants a
Ideological Disavowal penalty because parent control makes the cited
risk materially relevant across owned brands, portfolio companies,
users, customers, workers, or public institutions. The penalty is
calibrated to the severity of that parent-level exposure rather than
imported mechanically from any one subsidiary.
Calibration notes
Comparative anchor: Parent and owner entities
calibrated against listed subsidiaries, conglomerates, private-equity
firms, public companies, and mission-locked alternatives.
Linked evidence
Bertelsmann's public parent-level model makes Ideological
Disavowal directly relevant through owner dependence, investor control,
policy influence, data power, product externalities, identity pressure,
opacity, or harmful subsidiary business lines.[12]
Bonus Credits
No bonus credits applied in this version.
Confidence Basis
Confidence Basis
Confidence is computed from the evidence trail and review state, not
typed into the profile by hand.
This confidence label measures the source-backed evidence trail.
AI-scaffolded scores remain tentative until human review.
Claim confidence17/20
12 verified linked claims
Source quality10/18
Best source per verified claim, weighted by institutional reliability
Direct axis-specific claims14/18
12 direct claims across 12 active components
Dispute load12/12
0 disputed claims on this entity
Recency10/10
Newest accepted timestamp: May 13, 2026
Reviewer status7/12
Human-reviewed components score higher than AI scaffolding
Component coverage10/10
12/12 evidence-bearing components have direct support
Evidence State
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.
1Bertelsmann is organized as the
parent, owner, or controlling holding structure described in the linked
public materials, not as a worker-, customer-, reader-, or
public-governed institution.
2Bertelsmann's public structure
concentrates binding control in shareholders, family owners, funds,
executives, or individual owners rather than the subsidiaries' workers,
users, customers, or affected communities.
6Bertelsmann's public materials do not
show a durable rule requiring parent owners or investors to absorb
losses ahead of workers, customers, readers, users, or affected
communities.
Loss Bearing FidelityVerifiedMedium
confidenceHuman-reviewed
7Bertelsmann's parent position gives
it market, platform, brand, portfolio, distribution, data, or financing
power over ordinary customers or subsidiary constituencies.
8Bertelsmann's controlled businesses
include products or services with real public or consumer utility, but
that utility is filtered through parent-level control and monetization
incentives.
9Bertelsmann's scale makes
parent-level decisions consequential for many people across
subsidiaries, portfolio companies, customers, workers, or public
institutions.
10Bertelsmann's public parent-level
model makes Policy Capture directly relevant through owner dependence,
investor control, policy influence, data power, product externalities,
identity pressure, opacity, or harmful subsidiary business lines.
11Bertelsmann's public parent-level
model makes Accountability Opacity directly relevant through owner
dependence, investor control, policy influence, data power, product
externalities, identity pressure, opacity, or harmful subsidiary
business lines.
12Bertelsmann's public parent-level
model makes Ideological Disavowal directly relevant through owner
dependence, investor control, policy influence, data power, product
externalities, identity pressure, opacity, or harmful subsidiary
business lines.
Submit source-backed evidence or challenge a specific claim, source,
axis value, or calculation below.
How This Page Is Maintained
Evidence comes in through contributors, is checked by verifiers, and is
synthesized by reviewers. Founder authority remains narrow and visible;
scores recalculate when verified claims or the rubric change.
Civic Note
Incorporation, limited liability, market access, and other institutional
privileges are public grants. Good Companies Directory treats those
privileges as conditional on accountability to workers, users,
communities, and the public.
Submit evidence for Bertelsmann Add one
source-backed fact for review.
Challenge this rating Point to a specific score,
claim, source, or calculation problem.
Audit Log
Recent public changes for this company or group. The full audit log is
part of the Transparency record.
No company-specific audit entries have been published yet.