lobbying
Enable an AI agent to recognise lobbying activity, assess its objectives, representation, progress and constraints, and identify justified next actions.
Research draft, second pass
A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.
Researched by: Codex + Grok
Purpose and description
Enable an AI agent to recognise lobbying activity, assess its objectives, representation, progress and constraints, and identify justified next actions.
Lobbying is organised communication, typically by or on behalf of a private, commercial, or civic interest, with public officials that is intended to influence the making, amendment, or administration of legislation, regulation, or other public decisions, and that most legal systems treat as regulated political speech rather than as a crime unless a corrupt exchange is involved.
It can be Compare observed activity with the lobbying boundary and flag ambiguous cases.; Trace each requested change to its decision target, represented interests and authorised spokesperson.; Identify relevant decision windows and prepare a supported engagement or submission.; Check applicable participation and disclosure requirements before proposing an action.; Compare arguments, contacts and official responses to identify unanswered requests or contradictory positions.; Assess outcome attainment and qualify claims that lobbying caused the result..
Distinguishing features
An identifiable public decision or decision agenda is the intended object of influence, even when the effort seeks to prevent action.
The activity seeks a particular decision outcome rather than merely requesting information or explaining an existing rule.
The influence route reaches a decision-maker, staff member or intermediary; public messaging alone requires further boundary assessment.
The actor advances an identifiable interest or position, including its own, rather than exercising the target decision-making authority.
Classification follows the activity's intent, target and route; payment, professional title or registration status alone does not establish or exclude lobbying.
Scope
+ The public decision being influenced and the specific outcome sought
+ Lobbyists, represented interests, funders and authority to speak
+ Contacts, submissions, meetings and intermediary routes used to influence the decision
+ Arguments, evidence and commitments presented to decision-makers
+ Applicable access, disclosure and conduct requirements and evidence of compliance
+ Decision-maker responses, changes in the requested outcome and evidence of contribution
- The complete legislative, regulatory or administrative decision process
- An organisation's general governance, finances and personnel
- Election campaigns, party organisation and political donations as standalone activities
- Public relations and public campaigning without an identified public decision target
- Bribery, corruption and other misconduct investigations as independent cases
- Implementation and delivery of an adopted public policy
Characteristics
- Requested decision change
- initiate | amend | adopt | block | delay | retain | other specified Distinguishes the intended outcome from general support for an issue.
- Decision target
- Links to the public decision, responsible authority and relevant decision stage Identifies where the requested change can be made and whether an opportunity remains.
- Representation relationship
- Actor-to-interest links specifying client, employer, membership, coalition or self-representation Makes visible whose position is advanced and the basis for speaking on their behalf.
- Influence route
- direct contact | formal submission | intermediary engagement | mobilisation directed at officials | mixed | unresolved Supports boundary assessment and selection of an appropriate engagement route.
- Effort stage
- planned | active | paused | concluded | abandoned | unknown Separates an intended lobbying effort from activity already undertaken.
- Attributed lobbying expenditure
- Currency amount over a stated period, with attribution method and exclusions Allows resource intensity to be assessed without treating an organisation's entire budget as lobbying expenditure.
- Obligation assessment
- unassessed | applicability unresolved | applicable obligations identified | evidence incomplete | evidence supports compliance | potential breach identified Prevents an agent from treating an unchecked disclosure or access requirement as satisfied.
- Requested outcome attainment
- pending | achieved | partly achieved | not achieved | superseded | unknown Records what happened to the request while leaving causal attribution to separate evidence.
Also called
Where this came from
wikidata · CC0 1.0
Drafted structure
Bundle to layer to finding to question, as the second pass will find it: 5 bundles · 9 layers · 16 findings · 24 questions.
Decision and request The public choice the effort seeks to influence and the change it asks decision-makers to make.
Lobbying cannot be understood or evaluated without separating its desired decision from the broader issue it concerns.
Public decision target
The decision, authority and procedural opportunity addressed by the effort.
Target and authority
Record the identifiable public decision and who can make, shape or prevent it, marking uncertain authority links.
- Which public decision, proposed measure or agenda choice is this effort intended to influence? definition
- Which officials or bodies can change its outcome, and what evidence establishes their role at the current stage? provenance
Requested outcome
The concrete position advanced and its relationship to the current decision baseline.
Decision change sought
Record the requested adoption, amendment, delay, rejection or retention and any stated fallback position.
- What exact decision, wording, timing or non-action would satisfy the request relative to the current baseline? definition
- What observable result would count as full, partial or failed attainment of that request? measurement
Representation and interests Who acts, whose interests are advanced and what authority and support connect them.
The person making contact may differ from the principal, funder or beneficiary, and these differences affect interpretation and permissible commitments.
Mandate to represent
The basis and limits of a lobbyist's authority to advance a position.
Principal and mandate
Record the represented parties, agreed position and limits on speaking or negotiating for them.
- Who is being represented, and what evidence authorises this actor to advance the stated position? provenance
- Which concessions, assurances or commitments require further approval from the represented parties? action
Support and benefit
Funding, coalition participation and expected benefits relevant to the influence effort.
Funders and beneficiaries
Distinguish documented financial or organisational support from claimed or inferred benefits of the requested decision.
- Who provides money, staff, research or access for this effort, and which sources document that support? provenance
- Whose interests would the requested outcome advance, and which beneficiary claims remain disputed or inferred? boundary
Influence and engagement How the effort reaches relevant officials and what it presents to influence their choices.
Contacts and messages must be connected to a decision request to distinguish lobbying activity from unrelated communication.
Access and contact
Actual and proposed routes into the decision process.
Engagement route
Record intended recipients, intermediaries, channels and whether an engagement was attempted or occurred.
- Through which meeting, submission, communication or intermediary does the request reach someone able to influence the decision? definition
- What evidence distinguishes a proposed contact, an attempted contact and a completed exchange? provenance
Arguments and assurances
Claims, supporting material and commitments used to make the requested outcome persuasive.
Case presented
Record the argument delivered, its evidential basis and any assurances offered by the lobbying actor.
- Which claims, evidence and proposed wording were actually presented to support the requested decision? provenance
- Which claims need verification or qualification, and which assurances need authority checks before reuse? action
Constraints and results The conditions governing engagement and the evidence used to judge its progress and effects.
An agent needs both a grounded basis for permissible next steps and a way to distinguish successful requests from proven influence.
Participation and disclosure
Requirements applicable to the particular actor, jurisdiction, institution and activity.
Applicable engagement obligations
Record verified requirements concerning access, registration, reporting, conflicts or conduct, without assuming universal applicability.
- Which current authoritative rules apply to this actor and activity, and what establishes their applicability? provenance
- What registration, disclosure, conflict review or other prerequisite must be completed before the proposed engagement? action
Response and contribution
Decision-maker responses, observed outcomes and the strength of any claimed contribution.
Outcome and attribution
Record responses and decision changes separately from evidence that the lobbying effort contributed to them.
- How does the observed decision compare with the recorded request, and what remains pending? measurement
- What evidence connects this effort to the outcome, and what competing explanations limit that attribution? provenance
Evidence and external alignment What the world already says about this thing, gathered so the model can be checked against it.
A model that cannot be lined up against existing standards, identifiers and practice cannot be adopted by anyone who already uses them.
Reported evidence
Findings from the breadth pass, kept separate from the structural claims.
Kinds and varieties
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Direct (insider) lobbying of legislators and officials
- Grassroots lobbying that mobilises the public to contact officials
- In-house / corporate government-affairs lobbying
- Consultant / multi-client contract lobbying
- Legislative lobbying of parliaments and assemblies
- Regulatory and administrative lobbying of agencies and ministries
- Foreign-principal lobbying (on behalf of a non-domestic client or government)
- Peak-body and trade-association lobbying on behalf of members
- Which of these kinds and varieties hold for the sense of lobbying this model covers, and on what evidence? provenance
Identifiers and schemes
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Wikidata - Q187117 - Item for the activity lobbying.
- EU Transparency Register identification number - NNNNNNNNNNNN-NN - Twelve-digit identifier plus two-digit suffix assigned to organisations on the EU Transparency Register.
- United States LDA registrant identifier - House and Senate lobbying-disclosure registrant IDs - Assigned to organisations and firms filing under the Lobbying Disclosure Act.
- Canada Registry of Lobbyists registration number - numeric registration ID - Assigned by the Commissioner of Lobbying of Canada to consultant and in-house registrations.
- United Kingdom Office of the Registrar of Consultant Lobbyists listing - named consultant-lobbyist / client entry - Statutory register of consultant lobbyists, not a general in-house register.
- Which of these identifiers and schemes hold for the sense of lobbying this model covers, and on what evidence? provenance
Standards and regulation
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- OECD Recommendation of the Council on Principles for Transparency and Integrity in Lobbying (OECD, 2010; later revised as the Recommendation on Transparency and Integrity in Lobbying and Influence).
- United States: Lobbying Disclosure Act of 1995 as amended by the Honest Leadership and Open Government Act of 2007 (Congress); Foreign Agents Registration Act 1938 (Department of Justice) for foreign principals.
- European Union: Interinstitutional Agreement of 20 May 2021 on a mandatory transparency register (European Parliament, Council and Commission).
- United Kingdom: Transparency of Lobbying, Non-Party Campaigning and Trade Union Administration Act 2014 (UK Parliament); Registrar of Consultant Lobbyists.
- Canada: Lobbying Act and associated regulations (Parliament of Canada; Commissioner of Lobbying).
- France: Sapin II (Law No. 2016-1691) répertoire des représentants d'intérêts (HATVP).
- Germany: Lobbyregistergesetz (Lobbying Register Act) for the Bundestag and Federal Government (2021, in force 2022).
- Ireland: Regulation of Lobbying Act 2015 (Standards in Public Office Commission).
- Australia: Lobbying Code of Conduct for third-party lobbyists (Australian Government / Attorney-General's portfolio).
- Council of Europe GRECO evaluations and UN Convention against Corruption Article 18 (trading in influence) sit beside, but are not, lobbying codes.
- Which of these standards and regulation hold for the sense of lobbying this model covers, and on what evidence? provenance
Real-world use
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Corporate government-affairs offices and hired firms meeting legislators, ministers and regulators in Washington, Brussels, Ottawa, Canberra and national capitals.
- Trade associations and peak bodies filing on member issues (tax, procurement, product standards, market access).
- NGOs and unions using the same meeting and register machinery as companies, often preferring the label advocacy.
- Quarterly or annual register filings listing clients, issues, officials contacted and spend bands.
- Ministers' and commissioners' published meeting diaries used to reconstruct who sought what decision.
- Revolving-door hiring of former officials as in-house or consultant lobbyists, subject to cooling-off rules where they exist.
- Which of these real-world use hold for the sense of lobbying this model covers, and on what evidence? provenance
Typical measurements
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Annual lobbying expenditure (organisation, one jurisdiction) - Most US federal filers well under 100000; large corporates commonly 1-20 million; US federal total around 4 billion a year - USD per year
- Share of a person's work time spent on lobbying communications - Legal thresholds often around 20 (US LDA; Canadian in-house significant-part test) - percent of time
- Consultant-firm compensation per client per quarter (US LDA trigger) - Registration threshold 3000; billed amounts from a few thousand to hundreds of thousands - USD per quarter
- Count of registered lobbyists or interest representatives - Thousands at US federal level; EU Transparency Register on the order of 12000 organisations - persons or organisations
- Meetings with designated public office holders - From a handful per year for a small filer to hundreds for a large government-affairs shop - meetings per year
- Which of these typical measurements hold for the sense of lobbying this model covers, and on what evidence? provenance
Failure modes and hazards
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Undisclosed or 'shadow' lobbying (strategic consulting, public-affairs advice) that evades registers while still targeting officials.
- Bribery or trading in influence dressed as fees, gifts, hospitality or jobs.
- Regulatory capture when a supervised industry dominates the information and personnel flowing to its regulator.
- Revolving-door conflicts when former officials lobby their old departments inside cooling-off windows or without disclosure.
- Astroturfing: manufactured grassroots pressure presented as spontaneous public opinion.
- Foreign interference through unregistered agents of a foreign principal.
- Resource inequality: well-funded interests obtain systematically more access than diffuse publics.
- Over-broad rules that chill ordinary civic petitioning or NGO advocacy.
- Misleading technical evidence supplied to officials who cannot independently verify it.
- Which of these failure modes and hazards hold for the sense of lobbying this model covers, and on what evidence? provenance
Regional variation
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- United States: 'lobbying' is a statutory term of art under the LDA (time and spend tests); the Petition Clause of the First Amendment protects the underlying activity; FARA is a separate foreign-principal regime.
- United Kingdom: statute mainly captures consultant lobbyists communicating with ministers and permanent secretaries; most in-house lobbying is outside the statutory register.
- European Union: official language is 'interest representation' / représentation d'intérêts; 'lobbying' is often pejorative in public debate; the Transparency Register is the main instrument.
- Canada: both consultant and in-house lobbying are registrable; a 20% duties test and a dedicated Commissioner of Lobbying.
- Australia (Commonwealth): the Lobbying Code of Conduct is aimed at third-party lobbyists; in-house government-affairs staff are treated differently.
- France and Germany: named 'interest representative' registers (HATVP; Bundestag Lobbyregister) rather than a US-style lobbyist licence.
- Many NGOs in Europe and the Global South use 'advocacy' for the same official-facing work that companies call government affairs.
- Which of these regional variation hold for the sense of lobbying this model covers, and on what evidence? provenance
Neighbouring kinds and how to tell them apart
Reported by the breadth pass; each item needs checking against its source before it becomes normative.
- Public relations - PR targets media and public reputation; lobbying targets a public official's decision. The same firm may do both, but the audience test splits them.
- Electoral campaigning and campaign finance - Campaigning seeks votes or donations for candidates or parties; lobbying seeks an official act. Money to a campaign is regulated as political finance, not as a lobbying contact.
- Bribery and trading in influence - A corrupt quid pro quo or the sale of real or supposed influence is a crime (e.g. UNCAC Arts. 15-18). Lawful lobbying is disclosed persuasion without improper consideration.
- Litigation and amicus practice - Court-directed argument under judicial procedure versus communication aimed at a political or administrative decision-maker.
- Formal public consultation - An invited, usually published administrative process with a docket, versus unsolicited or informal attempts to move a decision outside that process.
- Diplomacy - Sovereign-to-sovereign representation by accredited agents versus a private or commercial interest seeking to move a host-government decision (the latter may still trigger FARA-type rules).
- Think-tank research - Knowledge production offered as analysis, versus client-directed communication whose purpose is to obtain a specified official outcome. Intent and instruction, not the existence of a report, is the test.
- Which of these neighbouring kinds and how to tell them apart hold for the sense of lobbying this model covers, and on what evidence? provenance
Sources
- Recommendation of the Council on Principles for Transparency and Integrity in Lobbying - Specialist definition of lobbying as communication with public officials to influence legislation, policy or administrative decisions; international benchmark for transparency and integrity rules.
- Lobbying Disclosure Act of 1995, Pub. L. 104-65, 2 U.S.C. §§ 1601-1614 - United States legal definition, registration thresholds (including the 20% time test), in-house versus lobbying-firm treatment, and quarterly expenditure reporting.
- Interinstitutional Agreement of 20 May 2021 between the European Parliament, the Council of the European Union and the European Commission on a mandatory transparency register - EU framing as interest representation; mandatory Transparency Register covering the three institutions; identification numbers and activity scope.
- Transparency of Lobbying, Non-Party Campaigning and Trade Union Administration Act 2014 - Narrow UK statutory category of consultant lobbying of ministers and permanent secretaries, and the contrast with largely unregistered in-house lobbying at Westminster.
- Lobbying Act, R.S.C., 1985, c. 44 (4th Supp.) - Canadian coverage of both consultant and in-house lobbying, the significant-part-of-duties test, and the federal Registry of Lobbyists.
What the second pass must settle
- Should the model's default unit be a single influence effort around a decision, a continuing lobbying programme or an individual engagement, and how should these units link?
- Where should the catalogue boundary fall between lobbying, individual constituent casework, formal consultation participation and grassroots advocacy?
- Should efforts directed at public procurement, adjudication or state-owned enterprises use this model directly or require specialised neighbouring models?
- Which jurisdictional and institutional sources are needed to establish applicable definitions, exemptions and obligations without treating one regime as universal?
- What evidence standard should support a claim of lobbying contribution when contacts are private and multiple actors seek the same outcome?