Cited by 90Ethics and Social Impacts of AIPhilosophical Ethics and TheoryEthics in Business and Education

Agency Laundering and Information Technologies

Open access
Rubel, Alan, Castro, Clinton, Pham, Adam·2019·Ethical Theory and Moral Practice

AI snapshot

Written from the paper’s full text.

TL;DR

The paper introduces “agency laundering” as a moral wrong in which an agent uses a technological or procedural intermediary to obscure their causal role and avoid accountability for bad outcomes. It applies this concept to four cases involving algorithmic decision systems, arguing that some uses launder agency while others do not.

Key findings

  • The authors define agency laundering through five conditions: the agent has moral responsibility over a domain; ensures another process, person, or entity has causal responsibility; ascribes morally relevant qualities to that intermediary; thereby obscures the scope of their own causal responsibility; and fails to adequately account for events in that domain.
  • They identify Facebook’s targeted advertising system, Uber’s surge-pricing prompts, and Houston ISD’s use of EVAAS teacher evaluation as instances of laundering. Facebook’s platform suggested additional categories after ProPublica found an anti-Semitic user category with over 2,200 members; HISD exited between 20% and 25% of teachers rated ineffective in the first three years using EVAAS, which was proprietary and not auditable, and the ASA noted large standard errors and unstable rankings.
  • They treat Uber’s goal reminders and queueing effects, and the use of COMPAS in *Loomis*, as non-laundering. In *Loomis*, the Wisconsin Supreme Court required risk scores to be supported by independent factors and barred sole reliance on them, so the trial court did not fail to account for its sentencing decision.
  • They distinguish agency laundering from the “responsibility gap,” “bias laundering,” and “masking,” and argue that invoking a responsibility gap can itself be a mechanism of laundering.

Methods

  • Conceptual and normative philosophical analysis. The paper builds an account of responsibility from Hart’s ship-captain example, Strawson’s reactive attitudes, and accountability views such as Oshana’s and Smith’s.
  • It uses four case studies: Facebook’s anti-Semitic ad targeting, Uber’s driver-management algorithms, Houston ISD’s EVAAS teacher evaluation, and COMPAS in *Loomis* sentencing. Sources include ProPublica reports, news articles, court opinions, and an ASA statement.
  • The analysis applies the five-condition definition of agency laundering to each case to determine whether laundering occurs and to distinguish it from related concepts.

Limitations

  • The authors state open questions: whether laundering must be intentional or can occur inadvertently; how widely the concept applies, including whether large-scale processes like Brexit qualify; and they leave unresolved the debate over collective responsibility and whether genuine responsibility gaps exist.
  • Evident from the text: the paper offers no empirical measurement or systematic sample, relying instead on illustrative case studies and secondary accounts.
  • Evident from the text: the normative framework depends on contested accountability theory, and the authors acknowledge disputes about Facebook’s specific responsibilities and the degree of its negligence.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1007/s10677-019-10030-w

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 34 cited sources checked · 0 supported · 0 flagged

  • Interpretationnone given
    § Abstract

    Agents can hide moral responsibility for outcomes by putting technological systems into their decision-making processes.

    “When agents insert technological systems into their decision-making processes, they can obscure moral responsibility for the results.”
    Quote in the paperSubstantial claim
  • Interpretationreasoning
    § Abstract

    Agency laundering is a distinct moral wrong.

    “This can give rise to a distinct moral wrong, which we call”
    Quote in the paperNot a substantial claim
  • Interpretationreasoning
    § Abstract

    The concept of agency laundering helps explain important moral problems in recent cases involving automated or algorithmic decision systems.

    “We argue that the concept of agency laundering helps in understanding important moral problems in a number of recent cases involving automated, or algorithmic, decision-systems.”
    Quote in the paperSubstantial claim
  • Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    An account focused on the committee would not be an account of the chair's actual reasons and intentions, which are about engineering an outcome, not initiating a process to weigh things.

    “But an account that focused on the committee would not be an account of the chair's actual reasons and intentions, which are about engineering an outcome, not initiating a process to weigh things.”
    Quote in the paperSubstantial claim
  • Interpretationreasoning
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Facebook's use of algorithms to perform work and explain failures is an instance of agency laundering.

    “Facebook's reliance on algorithms to do work and to explain its failures is (on the conception outlined here) an instance of agency laundering.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 66
  • May combine two claims. 34
  • The quote only partly states this claim. 1
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § Abstract

    Agency laundering consists in hiding one's moral responsibility by using a technology or process to act and letting it block others from demanding an account for bad outcomes.

    “At root, agency laundering involves obfuscating one's moral responsibility by enlisting a technology or process to take some action and letting it forestall others from demanding an account for bad outcomes that result.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § 1 Introduction

    Mixing moral wrongs with morally permissible processes undermines a basic part of responsibility itself.

    “Instead, intermingling moral wrongs with morally permissibly processes undermines a fundamental facet of responsibility itself.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Premisenone given
    § 2 Agency and Responsibility

    To launder her agency, a person must be a moral agent, and being a moral agent requires being morally responsible in some sense.

    “For a person to launder her agency requires that she be a moral agent in the first place, and being a moral agent requires that one be in some sense morally responsible.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Premisecitation
    § 2.1 The Structure of Responsibility

    Role responsibility is responsibility attached to a role, and a role requires anticipating events in a domain and acting to avoid bad outcomes there.

    “To begin, a person might be responsible in virtue of a role.In Hart's example, a person is responsible for a ship's safety in virtue the fact that she is the captain.A person's role requires her to anticipate events in some domain and to take actions to avoid bad outcomes in that domain.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hart 1968

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationnone given
    § Abstract

    Agency laundering is distinct from the responsibility gap, bias laundering, and masking.

    “We distinguish agency laundering from several other critiques of information technology, including the so-called”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    The chair's ascription of morally relevant qualities to the committee is misleading, and she has therefore deceived people about the process involved.

    “More important is that the chair's ascription of morally relevant qualities to the committee is misleading, and she has therefore deceived people about the process involved.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    Others with whom the chair has a relationship have a claim to understand such an important facet of their professional lives.

    “Others with whom the chair has a relationship have a claim to understand such an important facet of their professional lives.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    Agency laundering involves misdirection that undermines others' ability to demand reasons for an agent's actions.

    “Agency laundering involves a kind of misdirection (as in ( 2)-( 4)).But, crucially, the misdirection undermines others' ability to demand reasons for an agent's actions.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    The defining feature of agency laundering is that it forestalls others' ability to demand an account, and this turns on the substantive account of responsibility.

    “This is the defining feature of agency laundering, and it turns on the substantive account of responsibility in section 2.2.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation
    § 2.2 The Content of Responsibility

    An agent's moral responsibility turns on whether she is answerable or accountable for her actions.

    “our view aligns with the constellation of views for which an agent's moral responsibility turns on whether she is answerable or accountable for her actions.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Smith 2012 source

      Not checked in the free run.

    • cites Oshana 1997

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Premisenone given
    § 2.2 The Content of Responsibility

    A responsible agent should be able to explain her intentions, reasons, and actions in terms that other relationship participants can understand.

    “She should be able to explain her intentions, reasons, and actions in terms that other relationship participants can understand.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation
    § 2.2 The Content of Responsibility

    For an agent to be morally responsible for something is for the agent to be open in principle to demands for justification regarding that thing.

    “Angela Smith, for example, argues that for an agent to be morally responsible for something is for the agent to be”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Smith 2012 source

      Not checked in the free run.

  • May combine two claims.

    Premisenone given
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    An agent can lack capacity responsibility because of lack of access to relevant information, and retrospective moral responsibility requires being able to access facts about one's actions and their significance.

    “Alternatively, one may lack capacity due to lack of access to relevant information.That is, an agent must be in a position to access certain facts about her actions and their significance in order to be retrospectively morally responsible for them.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Uber attributes morally relevant features to its algorithms: that they reflect drivers' goals, are reliable, and rest on neutral facts.

    “Uber ascribes morally relevant features to the algorithms: that they reflect drivers' own goals, that they are reliable, that they are based on a neutral assessment of facts on the ground (condition (3)).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 1 Introduction

    In 2012 Target sent fliers targeting women seeking prenatal products to a minor before she had revealed her pregnancy to one of her parents, based on predictive analytics and an automated advertising system.

    “In 2012, the Target corporation received international attention when, based on predictive analytics and an automated advertising system, it sent fliers targeting women seeking prenatal products to a minor before she had revealed her pregnancy to one of her parents (Duhigg 2012).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Duhigg 2012

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    The chair's appointment of the committee obscures her designs to eliminate P-studies.

    “Fifth, although the chair appears to fulfill her responsibility in shepherding the curriculum, her appointment of the committee obscures her designs to eliminate P-studies.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisenone given
    § 2.2 The Content of Responsibility

    Blame is in effect a demand that the agent justify herself.

    “And blame is in effect a demand that the agent”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given
    § 2.1 The Structure of Responsibility

    Capacity responsibility concerns whether an agent has the capacities needed to be responsible for an outcome.

    “That is because of the third facet, capacity responsibility, which relates to whether an agent has the requisite capacities to be responsible for an outcome.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    In Democratic Chair, department members will reasonably believe that the action for which the chair should provide an account is the formation of the committee, and that is the only action for which she should provide an account.

    “Just as in the original example, department members will reasonably believe that the action for which the chair should provide an account is the formation of the committee.But in democratic chair, that is the only action for which she should provide an account.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    The laundering part of agency laundering cuts to the heart of what responsibility is by undermining the ability of others to ask the agent to provide an account.

    “In other words, the laundering part of agency laundering cuts straight to the heart of what responsibility is by undermining the ability of others to ask the agent to provide an account.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    In Democratic Chair, the committee formation is not a sham, so the chair does not avoid having to account for her actions regarding the curriculum.

    “But the key difference is that the committee formation in”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S1 (asserted).

    Premisecitation
    § 2.2 The Content of Responsibility

    A person is responsible if and only if it ought to be the case that the person account for her behavior.

    “She articulates an accountability view according to which a person is responsible if, and only if,”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Oshana 1997

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 2.2 The Content of Responsibility

    Giving an account requires a person to provide a statement of her beliefs or intentions for her actions.

    “Giving such an account requires a person to provide a statement of her”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Oshana 1997

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisereasoning
    § 2.2 The Content of Responsibility

    It is not reasonable to form reactive attitudes such as resentment or admiration toward entities that are not participants in relationships, such as infants or machines.

    “However, we do not form such reactive attitudes towards entities that are not participants in relationships; resentment and admiration are not reasonable reactions to the actions of infants or machines.”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Premisecitation
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Facebook's platform informed ProPublica that the

    “While two thousand Facebook users choosing to identify as”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Angwin and Varner 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning
    § 3 Agency Laundering

    Using an automated process to make decisions can let a person distance herself from morally suspect actions by attributing the decision to the system, thereby laundering her agency.

    “Using an automated process to make decisions can allow a person to distance herself from morally suspect actions by attributing the decision to the system, thereby laundering her agency.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    Regardless of whether getting rid of P-studies is justifiable, the chair's obscuring her reasons and intentions in impaneling the committee does not appear justifiable.

    “Regardless of whether getting rid of P-studies is justifiable, the chair's obscuring her reasons and intentions in impaneling the committee do not appear justifiable.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Premisecitation
    § 2.2 The Content of Responsibility

    Being morally responsible for an action means being accountable for it and being able to give an account of one's reasons for it.

    “Second, being morally responsible for some action means that one is accountable for, and should be able to provide an account of her reasons for, that action.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Smith 2012 source

      Not checked in the free run.

    • cites Oshana 1997

      Not checked in the free run.

  • May combine two claims.

    Premisecitation
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    These prompts do not guarantee surge pricing, and drivers cannot know when accepting a ride whether it will be surge-priced.

    “However, such prompts do not guarantee surge pricing, and drivers do not know when they accept a ride whether it will be surge-priced.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given
    § 1 Introduction

    Laundering is not unique to information technologies.

    “Laundering is not unique to information technologies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § 1 Introduction

    The moral concerns are not merely that values are instantiated within automated systems.

    “The moral concerns are not merely that values are instantiated within automated systems.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 2.2 The Content of Responsibility

    We call a person an appropriate subject of reactive attitudes because the person is morally responsible.

    “Rather,”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Oshana 1997

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § 1 Introduction

    A common element in these stories is that the technology itself plays an important role, and the existence and use of technological systems are a key part of the explanation of the events.

    “A common element in these stories is that the technology itself plays an important role.The existence and use of technological systems are a key part of the explanation of the events.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Premisecitation
    § 2.1 The Structure of Responsibility

    Causal responsibility is the link between an agent's action, omission, or disposition and an event that results from it.

    “Second is causal responsibility, or the link between an agent's action (or omission, or disposition 6 ) and an event that results from it.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kutz 2004

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 1 Introduction

    The system even suggested additional racist categories to make the ad purchase more effective.

    “The system even suggested additional racist categories to make the ad purchase more effective.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Angwin and Varner 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisereasoning
    § 2.2 The Content of Responsibility

    It is justifiable to ask the responsible agent to account for their actions, omissions, or dispositions.

    “Specifically, it is justifiable to ask the responsible agent to account for their actions, omissions, or dispositions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given
    § 2.1 The Structure of Responsibility

    Role responsibility is broad enough to include general obligations one has as a moral agent.

    “Although one's well-defined social roles (ship captain, parent, financial trustor) may give rise to specific responsibilities, the idea of role responsibility is broad enough to encompass general obligations one has as a moral agent.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    In the Chair example, the chair had legitimate institutional authority to make the curriculum decision, and that authority is a form of role responsibility for her department's curriculum.

    “First is that the chair had legitimate institutional authority to make the decision, and if she had moved to eliminate P studies unilaterally it would have happened.Her institutional authority is a form of role responsibility for her department's curriculum.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    ProPublica selected other profiles displaying anti-Semitic categories, and Facebook approved ProPublica's ad with minor changes.

    “ProPublica used the platform to select other profiles displaying anti-Semitic categories, and Facebook approved ProPublica's ad with minor changes.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Angwin and Varner 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Uber has moral responsibility for fielding drivers.

    “Uber has moral responsibility with respect to fielding drivers”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    The chair is forestalling others' ability to demand an account for her actions within a domain of their legitimate concern.

    “Regardless of whether she is meeting her role responsibilities with respect to the curriculum, she is forestalling others' ability to demand an account for her actions within a domain of their legitimate concern.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisereasoning
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    Retrospective moral responsibility for an outcome requires role responsibility, causal responsibility, and capacity responsibility.

    “For a person to be (retrospectively) morally responsible-which is to say morally liable-for some event or outcome, she must have some role responsibility (either a specific duty that attaches to a social role or a general duty as a moral agent) and she must be causally responsible for the outcome (which is to say an action of hers is a key part of the explanation of the outcome).”
    • Also stated in: § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice. · plain
      “Moreover, she must have capacity responsibility.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given
    § This is a pre-print of an article forthcoming in Ethical Theory & Moral Practice.

    When the chair forms the committee, she implies it is neutral, would weigh evidence fairly, and might act in a way she does not anticipate, but by hypothesis she knows the committee will act as she wishes.

    “Third, when the chair forms the committee, she implies it is neutral, would weigh evidence fairly, and might act in a way that the chair doesn't anticipate.But that's a ruse-ex hypothesi the chair knows that the committee will act just as she wishes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning
    § 8.2 Bias Laundering and Masking

    Agency laundering can obscure many different kinds of wrongs, and limiting the concept to bias laundering would fail to capture them.

    “Agency laundering can obscure many different kinds of wrongs, and limiting the concept to bias laundering would fail to capture them.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given
    § 7 Case 4: Laundering in Criminal Sentencing

    Deploying tools like COMPAS could be a means by which courts and others in the criminal justice system can launder their agency.

    “Deploying tools like COMPAS could certainly be a means by which courts (and others in the criminal justice system) can launder their agency.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given
    § 6 Case 3: IVAs, Teachers, and Laundering

    HISD has moral responsibility for hiring, firing, and promoting teachers.

    “HISD is morally responsible with respect to hiring, firing, and promoting teachers”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    Loomis appears to be a good test case for the authors' view.

    “Hence, it appears to be to be a good test case for our view.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given
    § 7 Case 4: Laundering in Criminal Sentencing

    Loomis received a sentence in the maximum range.

    “Loomis received a sentence in the maximum range.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisenone given
    § 7 Case 4: Laundering in Criminal Sentencing

    The judge referenced the COMPAS report in sentencing Loomis even though Northpointe says COMPAS is not designed for sentencing.

    “In sentencing Loomis, the judge referenced the COMPAS report even though Northpointe (the developer of COMPAS) is clear that the tool is not designed to be used for sentencing.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation
    § 8.1 The Responsibility Gap

    Matthias's conception of the responsibility gap focuses on an automated system's causal responsibility for some outcome.

    “Note first that Matthias's conception of the responsibility gap focuses on an automated system's causal responsibility for some outcome.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Matthias 2004 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given
    § 8.2 Bias Laundering and Masking

    The authors' understanding of agency laundering is a general account of laundering and is broad enough to encompass bias laundering.

    “However, our understanding of agency laundering is a general account of laundering, and it is broad enough that it encompasses bias laundering.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationnone given
    § 8.2 Bias Laundering and Masking

    In the authors' view, the thing that is laundered is agency, and that is the appropriate target of analysis.

    “Finally, in our view the thing that is laundered is agency, and that is the appropriate target of analysis.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 6 Case 3: IVAs, Teachers, and Laundering

    HISD meets the third condition implicitly by using EVAAS for high-stakes decisions and explicitly by citing EVAAS's reliability in measuring student progress.

    “HISD meets the third condition implicitly by using EVAAS for high-stakes decisions.It meets the third condition explicitly by invoking EVAAS's reliability in measuring student progress as a reason in favor of using EVAAS.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    The judge considered important the conduct Loomis admitted as part of the read-in charges and Loomis's conduct while under prior supervision.

    “He also considered important the conduct Loomis admitted as part of the read-in charges and Loomis's conduct while under prior supervision.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § 8.3 Concerns

    'Agency laundering' is a concept and a name, not merely a metaphor.

    “Hence, 'agency laundering' is a concept and a name, not merely a metaphor.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    The Loomis case shows that the authors' understanding of agency laundering is not so broad as to be meaningless.

    “Hence, the case shows that our understanding of agency laundering is not so broad as to be meaningless.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Uber creates reasonable expectations of better pay for drivers and then fails to meet them.

    “Thus, it creates for drivers reasonable expectations of better pay and fails to meet them.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning
    § 8.1 The Responsibility Gap

    In the toy example, nothing suggests the manufacturer obscures the scope of its causal responsibility.

    “Nothing in the example (either Matthias's version or ours) suggests that it does.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning
    § 8.3 Concerns

    The concept of agency laundering can help make judgments in difficult cases and more fully explicate antecedent moral wrongs.

    “Note, too, that the concept of agency laundering can help us both to make judgments in difficult cases and to more fully explicate antecedent moral wrongs.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 8.1 The Responsibility Gap

    The authors' analysis can help distinguish genuine responsibility gaps from responsibility obfuscation.

    “and can help distinguish genuine responsibility gaps from responsibility obfuscation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    The judge referenced Loomis's risk scores and they plausibly had an effect on sentencing.

    “The judge referenced Loomis's risk scores and they plausibly had an effect on sentencing.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    The court's use of COMPAS implies that COMPAS is useful, reliable, and fair.

    “The court's use of COMPAS implies that it is useful, reliable, and fair, which are morally relevant qualities, per condition (3).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 7 Case 4: Laundering in Criminal Sentencing

    The Loomis opinion places responsibility squarely on the trial court in using tools like COMPAS.

    “The supreme court's Loomis opinion places responsibility squarely on the trial court in using tools like COMPAS.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given
    § 8.3 Concerns

    The concept of agency laundering can explain why Uber acts wrongly in some cases (surge pricing) but not in others (goal prompts, queuing).

    “Similarly, the concept of agency laundering can explain why Uber acts wrongly in some cases (surge pricing) but not in others (goal prompts, queuing).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § 8.3 Concerns

    In the Facebook case, the advertising platform is within a domain for which Facebook has moral responsibility, and Facebook's conflation of its actions with an automated system's actions undermines the foundation of responsibility, namely providing an account.

    “However, the advertising platform is still within a domain for which Facebook has moral responsibility, and its conflation of its actions with an automated system's actions undermines the foundation of responsibility, viz., providing an account.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationcitation
    § 7 Case 4: Laundering in Criminal Sentencing

    The judge indicated that his own judgment based on Loomis's conduct and history led him to a similar conclusion as COMPAS.

    “he also indicated that his own judgment (based on Loomis's conduct and history) led him to a similar conclusion.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 6 Case 3: IVAs, Teachers, and Laundering

    Teachers fired based on EVAAS scores receive a faulty explanation: they are told they are ineffective when, given EVAAS's flaws, that is likely false.

    “Finally, the fifth is met because teachers who are fired on account of their EVAAS scores are given a faulty accounting of why they were fired.They are told they are being fired for being ineffective, when, given EVAAS's flaws, this is likely not the case.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationcitation
    § 7 Case 4: Laundering in Criminal Sentencing

    Tools like COMPAS cannot be used alone; their use must be supported by other factors independent of the tool.

    “The passage makes clear that tools like COMPAS cannot be used alone, and use of such scores has to be supported by other factors that are independent of the tool.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Loomis, ¶9

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 8.1 The Responsibility Gap

    The authors' analysis of agency laundering requires thinking about role and causal responsibilities of people who deploy technologies like those Matthias contemplates.

    “But our analysis of agency laundering requires thinking about role and causal responsibilities of people who deploy technologies like those Matthias contemplates.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § 6 Case 3: IVAs, Teachers, and Laundering

    Because the public has a collective stake in the education system, HISD's laundering makes accountability harder in a way that private firms' laundering does not.

    “Hence, the fact that HISD's laundering makes accountability all the more difficult matters in a way that accountability of private firms does not.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 8.3 Concerns

    The authors' account of agency laundering can help evaluate what, if anything, Uber does wrong.

    “Our account of agency laundering can help evaluate what, if anything, Uber does wrong.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation
    § 6 Case 3: IVAs, Teachers, and Laundering

    EVAAS is proprietary, so teachers cannot audit their scores to check whether they were produced correctly.

    “EVAAS is proprietary, which prevents teachers from auditing their scores to see if they were produced properly.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Houston Federation of Teachers, Local 2415 v. Houston Independent School District 2017

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § 8.1 The Responsibility Gap

    The authors' analysis forces one to consider a wider range of actions than the operations of an AI system.

    “That forces one to consider a wider range of actions than the operations of an AI system”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationcitation
    § 7 Case 4: Laundering in Criminal Sentencing

    The Wisconsin Supreme Court prohibited trial courts from using scores to determine whether to incarcerate a person, to determine the length and severity of sentence, and to determine aggravating or mitigating factors in sentencing.

    “it prohibited trial courts from using scores to determine whether to incarcerate a person or not, to determine the length and severity of sentence, and to determine aggravating or mitigating factors in sentencing (Loomis, ¶ ¶88-98).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Loomis, ¶ ¶88-98

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    By predicting surge pricing and signaling its likelihood to drivers, Uber both exploits surge pricing and makes it less likely.

    “By predicting surge pricing and signaling the likelihood of surge pricing to drivers, Uber simultaneously exploits surge pricing and makes it less likely.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given
    § 8.2 Bias Laundering and Masking

    The authors' account explains how laundering is related to responsibility, both structurally and morally.

    “More importantly, our account explains just how laundering is related to responsibility, both structurally and morally.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given
    § 8.3 Concerns

    Both Uber actions are within Uber's domain of responsibility, and both are actions where there is an open question about whether Uber infringes its substantive role responsibility.

    “Both actions are within Uber's domain of responsibility, and both are actions where there is an open question about whether Uber infringes its substantive role responsibility.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given
    § 7 Case 4: Laundering in Criminal Sentencing

    Eric Loomis pleaded guilty to crimes related to a drive-by shooting.

    “Eric Loomis pleaded guilty to crimes related to a drive-by shooting.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § 4 Case 1: Facebook and Anti-Semitic Advertising

    Uber's claim that the market alone is responsible is an inadequate account, satisfying condition 5.

    “Uber's claim that it is simply the market's doing is an inadequate account, satisfying condition 5.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given
    § 9 Conclusion and Caveats

    Cameron initiated a political process likely to be divisive and fruitless to ease tensions within his party, which was an expression of democratic will he believed would offer him political capital.

    “Yet, to ease tensions within his own party, he initiated a political process that was likely to be both divisive and fruitless, but which was an expression of the democratic will that he believed would offer him political capital.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given
    § 9 Conclusion and Caveats

    David Cameron had a moral responsibility with respect to the well-being of the British electorate.

    “As Prime Minister, for instance, David Cameron had a moral responsibility with respect to the well-being of the British electorate.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given
    § 9 Conclusion and Caveats

    In that hypothetical, the court would not have violated some other substantive role responsibility.

    “But in that case, the court would not have violated some other substantive role responsibility.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationnone given
    § 9 Conclusion and Caveats

    If the trial court had deliberated but did not explain its reasoning, and merely wrote that it agreed with the COMPAS report's assessment, that would obscure the scope of the court's causal responsibility and fail to provide an adequate account of the decision.

    “That would obscure the scope of the court's causal responsibility and would fail to provide an adequate account of the decision.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given
    § 9 Conclusion and Caveats

    Agency laundering does not require that one infringe one's substantive role responsibilities, except to the extent that one's role responsibility includes being transparent about one's causal responsibility.

    “Note that agency laundering does not require that one infringe one's substantive role responsibilities (except to the extent that one's role responsibility includes being transparent about one's causal responsibility).”
    Quote in the paperNot a substantial claim
84 of 84
  • The paper relies on this without support.

    Uber uses algorithmic systems to provide drivers reminders of their goals in order to induce more rides.

    “One way is by providing reminders of individual drivers' goals.For example, the Uber app might display a message that the driver is very close to her goal of earning $50 for her shift, which may induce her to take more riders.”
  • The paper relies on this without support.

    Others' wrongdoing does not significantly diminish Facebook's responsibility.

    “But, as in Chair, that others have acted wrongly does not tell us much about Facebook's responsibility.”
  • The paper relies on this without support.

    An intention to address a problem shows the problem is within the agent's control.

    “But the fact that Facebook has indicated an intention to address these problems demonstrates that it is a problem within Facebook's control.”
  • The paper relies on this without support.

    The trial court in Loomis has moral responsibility with respect to sentencing.

    “The trial court certainly has moral responsibility with respect to sentencing.”
  • The paper relies on this without support.

    Uber's surge pricing and goal prompts/queuing are within Uber's domain of responsibility.

    “Both actions are within Uber's domain of responsibility”
  • The paper relies on this without support.

    David Cameron had moral responsibility with respect to the well-being of the British electorate.

    “As Prime Minister, for instance, David Cameron had a moral responsibility with respect to the well-being of the British electorate.”
6 of 6

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Limits to users' autonomy stem from three sources: pervasive distribution and proactivity of learning algorithms, users' limited understanding of algorithms, and lack of second-order power over algorithmic outcomes.

    “Limits to users' autonomy stem from three sources: 1. pervasive distribution and proactivity of (learning) algorithms to inform users' choice (Yang et al. 2018;Taddeo and Floridi 2018b); 2. users' limited understanding of algorithms; 3. lack of second-order power (or appeals) over algorithmic outcomes (Rubel et al. 2019).”

    From The ethics of algorithms: key problems and solutions (2022) · cites this paper as Rubel et al. 2019

  • Agency laundering is practiced by organisations as well as by individuals.

    “This is practiced by organisations as well as by individuals.”

    From The ethics of algorithms: key problems and solutions (2022) · cites this paper as Rubel et al. 2019

The citation lists haven’t been fetched yet

References 50 · Cited by 90

Research works printed but not linked: 6

  1. Binns R (2017) Fairness in machine learning: lessons from political philosophy. In: ArXiv:1712.03586 [Cs], December 10. http://arxiv.org/abs/1712.03586 . Accessed 1 August 2019 · arXiv
  2. Ceglowski M (2016) The moral economy of tech. Presented at the Moral Economies, Economic Moralities Conference, Society for the Advancement of Socio-Economics, Berkeley, CA, June 24 2016. https://sase.org/event/2016-berkeley/ . Accessed 16 November 2018
  3. Citron DK (2008) Technological due process. Wash Univ Law Rev 85(6):1249–1313
  4. Coeckelbergh M, Wackers G (2007) Imagination, distributed responsibility and vulnerable technological systems: the case of snorre a. Sci Eng Ethics 13(2):235–248 · DOI
  5. (ed) HAL's Legacy: 2001's Computer as Dream and Reality. MIT Press, Cambridge, Mass, pp 351-365
  6. Oshana MAL (1997) Ascriptions of responsibility. Am Philos Q 34(1):71–83

Authors
Rubel, A., Castro, C., & Pham, A.
Affiliations
  • University of Wisconsin–Madison (US)
  • Florida International University (US)
Corresponding author
Rubel, Alan
Venue
Ethical Theory and Moral Practice
Published
2019-08
Volume
22
Issue
4
Pages
1017-1041
ISSN
  • 1386-2820 (ISSN-L)
  • 1572-8447
OpenAlex
W2982103734
Cited by
90
References
50
Citations by year
2026: 8 · 2025: 26 · 2024: 5 · 2023: 29 · 2022: 9 · 2021: 11 · 2020: 2
FWCI
9.62
Type
journal article
Language
en
Open access
Locations
  • Ethical Theory and Moral Practice (publishedVersion)
  • SSRN Electronic Journal (acceptedVersion)
  • PhilPapers (PhilPapers Foundation) (submittedVersion)
Topics
  • Social Sciences › Safety Research › Ethics and Social Impacts of AI
  • Social Sciences › Arts and Humanities › Philosophy › Philosophical Ethics and Theory
  • Social Sciences › Decision Sciences › Information Systems and Management › Ethics in Business and Education
Keywords
moral responsibility, automated decision systems, algorithmic decision-making, computer ethics, responsibility gap, masking

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