A minority of records show first names like b.eng, b.comm, b.eng-chemical.

There are 1122 company profiles that have location.street_address populated but do not have a value for location.region

Enriching on name='alphabet' matches to canonical company profile with id='alphabet-splash'. The desired match would be to id='alphabet-inc'

education.summary is keyword indexed while all other summary fields are text indexed

The company domains are stale. ( useloom.com changed to loom.com , getsentry.com -> sentry.io etc) Other examples: {' useloom.com ': ' http://www.loom.com/ '}, {' getsentry.com ': ' http://sentry.io/welcome/ '}, {' standardcognition.com ': ' http://standard.ai/ '}, {' proposify.biz ': ' http://www.proposify.com/ '}

Unexpected null experience.company in person profile ID 84wWfotf3KqE-AQzSRwkXg_0000

Matching to Google Japan when expecting Google in the Company Enrichment API

Currently if someone's job title was "Junior Communications Attendee, Office of the CEO" they are tagged as job_title_levels = 'cxo'.

St Louis Strings business page is Louis Strings: JglUU1Mgh-zw3EqgBjzBcw_0000 El Rancho Mexican business page is El Mexican: kQsy11gLCqpXT-wqEcalgQ_0000

For this id (d11e61e02446d8b31f17e13370c024ca2710d0ce6ef58c0b07298a90d7f8c519) Retrieve API does NOT return recommend_personal_email. However, PE API for same profile DOES return recommend_personal_email Reproduce with this: https://api.peopledatalabs.com/v5/person/retrieve/UYinxs-GomcQu9Kmnk3LZA_0000?api_key=REDACTED&pretty=true And this: https://api.peopledatalabs.com/v5/person?pretty=true&include_if_matched=true&profile=linkedin.com/in/wadearmstrong&include_if_matched=true&api_key=REDACTED On the other hand, 4qCJDm9D5gq-CTfxH2T4lw_0000, return recommended_personal_email with both API's. It seems to be id specific. All calls were made with the same key and thus same bundles.