{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:3LXFMQC552EBFISWG6SKE4LCUP","short_pith_number":"pith:3LXFMQC5","schema_version":"1.0","canonical_sha256":"daee56405dee8812a25637a4a27162a3dc92aac4212c337fabed6bdf2d3df8c8","source":{"kind":"arxiv","id":"1609.01774","version":1},"attestation_state":"computed","paper":{"title":"A Note on \"How Robust Standard Errors Expose Methodological Problems They Do Not Fix, and What to Do About It\"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Peter M. Aronow","submitted_at":"2016-09-06T21:57:08Z","abstract_excerpt":"King and Roberts (2015, KR) claim that a disagreement between robust and classical standard errors exposes model misspecification. We emphasize that KR's claim only generally applies to parametric models: models that assume a restrictive form of the distribution of the outcome. Many common models in use in political science, including the linear model, are not necessarily parametric -- rather they may be semiparametric. Common estimators of model parameters such as ordinary least squares have both robust (corresponding to a semiparametric model) and classical (corresponding to a more restricti"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1609.01774","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2016-09-06T21:57:08Z","cross_cats_sorted":[],"title_canon_sha256":"fae2920876a974f49a546f651ed7eec2d36165f8e1c215451c062ccada4a046c","abstract_canon_sha256":"98e464a687ffdee29f85cbbaa59ed2fe7fcc00d4246e9bdd2fad238267c3ab69"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:05:10.131226Z","signature_b64":"3G0P24iqbQrM9cLZVrgBzkRkpNtq+nZrVSiUYpgyOqtotG4F+nYTYRy7HV3oYR1i5nswRXzb+TyPBSvLdwVSAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"daee56405dee8812a25637a4a27162a3dc92aac4212c337fabed6bdf2d3df8c8","last_reissued_at":"2026-05-18T01:05:10.130656Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:05:10.130656Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"A Note on \"How Robust Standard Errors Expose Methodological Problems They Do Not Fix, and What to Do About It\"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Peter M. Aronow","submitted_at":"2016-09-06T21:57:08Z","abstract_excerpt":"King and Roberts (2015, KR) claim that a disagreement between robust and classical standard errors exposes model misspecification. We emphasize that KR's claim only generally applies to parametric models: models that assume a restrictive form of the distribution of the outcome. Many common models in use in political science, including the linear model, are not necessarily parametric -- rather they may be semiparametric. Common estimators of model parameters such as ordinary least squares have both robust (corresponding to a semiparametric model) and classical (corresponding to a more restricti"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1609.01774","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1609.01774","created_at":"2026-05-18T01:05:10.130739+00:00"},{"alias_kind":"arxiv_version","alias_value":"1609.01774v1","created_at":"2026-05-18T01:05:10.130739+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1609.01774","created_at":"2026-05-18T01:05:10.130739+00:00"},{"alias_kind":"pith_short_12","alias_value":"3LXFMQC552EB","created_at":"2026-05-18T12:29:55.572404+00:00"},{"alias_kind":"pith_short_16","alias_value":"3LXFMQC552EBFISW","created_at":"2026-05-18T12:29:55.572404+00:00"},{"alias_kind":"pith_short_8","alias_value":"3LXFMQC5","created_at":"2026-05-18T12:29:55.572404+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP","json":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP.json","graph_json":"https://pith.science/api/pith-number/3LXFMQC552EBFISWG6SKE4LCUP/graph.json","events_json":"https://pith.science/api/pith-number/3LXFMQC552EBFISWG6SKE4LCUP/events.json","paper":"https://pith.science/paper/3LXFMQC5"},"agent_actions":{"view_html":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP","download_json":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP.json","view_paper":"https://pith.science/paper/3LXFMQC5","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1609.01774&json=true","fetch_graph":"https://pith.science/api/pith-number/3LXFMQC552EBFISWG6SKE4LCUP/graph.json","fetch_events":"https://pith.science/api/pith-number/3LXFMQC552EBFISWG6SKE4LCUP/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP/action/timestamp_anchor","attest_storage":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP/action/storage_attestation","attest_author":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP/action/author_attestation","sign_citation":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP/action/citation_signature","submit_replication":"https://pith.science/pith/3LXFMQC552EBFISWG6SKE4LCUP/action/replication_record"}},"created_at":"2026-05-18T01:05:10.130739+00:00","updated_at":"2026-05-18T01:05:10.130739+00:00"}