SINGAPORE POSTINGS

Column Name	Snowflake	Big Query	Databricks	Parquet	Comment
ACTIVE_SOURCES_INFO	ARRAY	JSON	ARRAY	JSON	Source information for each active url.
ACTIVE_URLS	ARRAY	JSON	ARRAY	JSON	URLs for the job posting that are determined to be active at the time of the last periodic check.
BODY	VARCHAR	STRING	STRING	STRING	Job posting body
CERTIFICATIONS	ARRAY	JSON	ARRAY	JSON	List of certification IDs included in the posting
CERTIFICATIONS_NAME	ARRAY	JSON	ARRAY	JSON	List of certification names included in the posting
CIP2	ARRAY	JSON	ARRAY	JSON	2-digit CIP code of any educational requirements mentioned.
CIP2_NAME	ARRAY	JSON	ARRAY	JSON	Name belonging to the 2-digit CIP code(s) of any educational requirements mentioned.
CIP4	ARRAY	JSON	ARRAY	JSON	4-digit CIP code of any educational requirements mentioned.
CIP4_NAME	ARRAY	JSON	ARRAY	JSON	Name belonging to the 4-digit CIP code(s) of any educational requirements mentioned.
COMMON_SKILLS	ARRAY	JSON	ARRAY	JSON	IDs of common skills requested in the posting (taxonomy version: see the SG Postings Meta).
COMMON_SKILLS_NAME	ARRAY	JSON	ARRAY	JSON	Names of common skills requested in the posting (taxonomy version: see the SG Postings Meta).
COMPANY	VARCHAR	STRING	STRING	STRING	Company ID of the posting
COMPANY_IS_STAFFING	BOOLEAN	BOOLEAN	BOOLEAN	BOOLEAN	Indicates whether the job's employer is a staffing or recruitement company.
COMPANY_NAME	VARCHAR	STRING	STRING	STRING	Company name of the posting
COMPANY_RAW	VARCHAR	STRING	STRING	STRING	Raw company name of the posting
CONTRACT_TYPE	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	ID of the contract type.
CONTRACT_TYPE_NAME	VARCHAR	STRING	STRING	STRING	Name of the contract type.
DUPLICATES	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Specifies the quantity of duplicate posts found for the individual job.
DURATION	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	A curated analytical field for determining aggregate durations. Based on Lightcast analysis, Duration is NULL for postings that would have a duration value greater than 60. Duration is also NULL on postings where Expired is NULL.
EMPLOYMENT_TYPE	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Employment type ID
EMPLOYMENT_TYPE_NAME	VARCHAR	STRING	STRING	STRING	Employment type name
EXPIRED	DATE	DATE	DATE	DATE	Date when the posting expired
ID	VARCHAR	STRING	STRING	STRING	Posting ID
ISCED_LEVELS	ARRAY	JSON	ARRAY	JSON	IDs of the International Standard Classification of Education (ISCED) levels of educational requirements in the posting.)
ISCED_LEVELS_MAX	VARCHAR	STRING	STRING	STRING	ID of the highest International Standard Classification of Education (ISCED) level of educational requirements in the posting.)
ISCED_LEVELS_MAX_NAME	VARCHAR	STRING	STRING	STRING	Name of the highest International Standard Classification of Education (ISCED) level of educational requirements in the posting.)
ISCED_LEVELS_MIN	VARCHAR	STRING	STRING	STRING	ID of the lowest International Standard Classification of Education (ISCED) level of educational requirements in the posting.)
ISCED_LEVELS_MIN_NAME	VARCHAR	STRING	STRING	STRING	Name of the lowest International Standard Classification of Education (ISCED) level of educational requirements in the posting.)
ISCED_LEVELS_NAME	ARRAY	JSON	ARRAY	JSON	Names of the International Standard Classification of Education (ISCED) levels of educational requirements in the posting.)
IS_INTERNSHIP	BOOLEAN	BOOLEAN	BOOLEAN	BOOLEAN	Boolean indicating the posting is for an internship position
IS_PAPER_AD	BOOLEAN	BOOLEAN	BOOLEAN	BOOLEAN	True if the posting is a paper ad
LAST_UPDATED_TIMESTAMP	TIMESTAMP_TZ	TIMESTAMP	TIMESTAMP	TIMESTAMP_TZ	Timestamp when the posting enrichments or other fields were modified on this posting (in UTC time).
LOCATION	OBJECT	JSON	STRING	STRING	Approximate lat/lon of the job posting based on the city.
LOT_CAREER_AREA	VARCHAR	STRING	STRING	STRING	ID of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_CAREER_AREA_NAME	VARCHAR	STRING	STRING	STRING	Name of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_OCCUPATION_GROUP	VARCHAR	STRING	STRING	STRING	ID of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_OCCUPATION_GROUP_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_SPECIALIZED_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_SPECIALIZED_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: see the SG Postings Meta).
LOT_V6_CAREER_AREA	VARCHAR	STRING	STRING	STRING	ID of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_CAREER_AREA_NAME	VARCHAR	STRING	STRING	STRING	Name of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_OCCUPATION_GROUP	VARCHAR	STRING	STRING	STRING	ID of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_OCCUPATION_GROUP_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_SPECIALIZED_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V6_SPECIALIZED_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v6).
LOT_V7_CAREER_AREA	VARCHAR	STRING	STRING	STRING	ID of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_CAREER_AREA_NAME	VARCHAR	STRING	STRING	STRING	Name of the Career Area according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_OCCUPATION_GROUP	VARCHAR	STRING	STRING	STRING	ID of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_OCCUPATION_GROUP_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation Group according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_SPECIALIZED_OCCUPATION	VARCHAR	STRING	STRING	STRING	ID of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
LOT_V7_SPECIALIZED_OCCUPATION_NAME	VARCHAR	STRING	STRING	STRING	Name of the Specialized Occupation according to the Lightcast Occupation Taxonomy (taxonomy version: LOT v7).
MAX_YEARS_EXPERIENCE	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Maximum years of experience listed in the posting (if mentioned).
MIN_YEARS_EXPERIENCE	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Minimum years of experience listed in the posting (if mentioned).
POSTED	DATE	DATE	DATE	DATE	Date when the posting was created
REMOTE_TYPE	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Remote type of the posting
REMOTE_TYPE_NAME	VARCHAR	STRING	STRING	STRING	Remote type name of the posting
SALARY_FROM	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Minimum advertised salary found in the posting
SALARY_TO	NUMBER	BIGNUMERIC	DECIMAL	DECIMAL	Maximum advertised salary found in the posting
SKILLS	ARRAY	JSON	ARRAY	JSON	IDs of skills requested in the posting (taxonomy version: see the SG Postings Meta).
SKILLS_NAME	ARRAY	JSON	ARRAY	JSON	Names of skills requested in the posting (taxonomy version: see the SG Postings Meta).
SOFTWARE_SKILLS	ARRAY	JSON	ARRAY	JSON	IDs of software skills requested in the posting (taxonomy version: see the SG Postings Meta).
SOFTWARE_SKILLS_NAME	ARRAY	JSON	ARRAY	JSON	Names of software skills requested in the posting (taxonomy version: see the SG Postings Meta).
SOURCES	ARRAY	JSON	ARRAY	JSON	Web sources the posting comes from
SOURCE_TYPES	ARRAY	JSON	ARRAY	JSON	The set of distinct types of the sources. Being distinct this array is not intended for matching a source type to a source but rather as a guide to what kinds of sources have displayed the posting.
SPECIALIZED_SKILLS	ARRAY	JSON	ARRAY	JSON	IDs of specialized skills requested in the posting (taxonomy version: see the SG Postings Meta).
SPECIALIZED_SKILLS_NAME	ARRAY	JSON	ARRAY	JSON	Names of specialized skills requested in the posting (taxonomy version: see the SG Postings Meta).
SSIC_1	VARCHAR	STRING	STRING	STRING	SSIC 2020 1st level
SSIC_1_NAME	VARCHAR	STRING	STRING	STRING	SSIC 2020 name 1st level
SSIC_2	VARCHAR	STRING	STRING	STRING	SSIC 2020 2nd level
SSIC_2_NAME	VARCHAR	STRING	STRING	STRING	SSIC 2020 name 2nd level
SSIC_3	VARCHAR	STRING	STRING	STRING	SSIC 2020 3rd level
SSIC_3_NAME	VARCHAR	STRING	STRING	STRING	SSIC 2020 name 3rd level
SSIC_4	VARCHAR	STRING	STRING	STRING	SSIC 2020 4th level
SSIC_4_NAME	VARCHAR	STRING	STRING	STRING	SSIC 2020 name 4th level
SSIC_5	VARCHAR	STRING	STRING	STRING	SSIC 2020 5th level
SSIC_5_NAME	VARCHAR	STRING	STRING	STRING	SSIC 2020 name 5th level
SSOC_1	VARCHAR	STRING	STRING	STRING	SSOC 2020 1st level
SSOC_1_NAME	VARCHAR	STRING	STRING	STRING	SSOC 2020 name 1st level
SSOC_2	VARCHAR	STRING	STRING	STRING	SSOC 2020 2nd level
SSOC_2024_1	VARCHAR	STRING	STRING	STRING	(BETA) 1st-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_1_NAME	VARCHAR	STRING	STRING	STRING	(BETA) Name belonging to the 1st-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_2	VARCHAR	STRING	STRING	STRING	(BETA) 2nd-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_2_NAME	VARCHAR	STRING	STRING	STRING	(BETA) Name belonging to the 2nd-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_3	VARCHAR	STRING	STRING	STRING	(BETA) 3rd-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_3_NAME	VARCHAR	STRING	STRING	STRING	(BETA) Name belonging to the 3rd-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_4	VARCHAR	STRING	STRING	STRING	(BETA) 4th-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_4_NAME	VARCHAR	STRING	STRING	STRING	(BETA) Name belonging to the 4th-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_5	VARCHAR	STRING	STRING	STRING	(BETA) 5th-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2024_5_NAME	VARCHAR	STRING	STRING	STRING	(BETA) Name belonging to the 5th-level SSOC code (taxonomy version: SSOC 2024).
SSOC_2_NAME	VARCHAR	STRING	STRING	STRING	SSOC 2020 name 2nd level
SSOC_3	VARCHAR	STRING	STRING	STRING	SSOC 2020 3rd level
SSOC_3_NAME	VARCHAR	STRING	STRING	STRING	SSOC 2020 name 3rd level
SSOC_4	VARCHAR	STRING	STRING	STRING	SSOC 2020 4th level
SSOC_4_NAME	VARCHAR	STRING	STRING	STRING	SSOC 2020 name 4th level
SSOC_5	VARCHAR	STRING	STRING	STRING	SSOC 2020 5th level
SSOC_5_NAME	VARCHAR	STRING	STRING	STRING	SSOC 2020 name 5th level
TITLE	VARCHAR	STRING	STRING	STRING	Job title ID of the posting (taxonomy version: see the SG Postings Meta).
TITLE_CLEAN	VARCHAR	STRING	STRING	STRING	The cleaned - but not normalized - job title.
TITLE_NAME	VARCHAR	STRING	STRING	STRING	Job title name of the posting (taxonomy version: see the SG Postings Meta).
TITLE_RAW	VARCHAR	STRING	STRING	STRING	Raw job title name of the posting
URL	ARRAY	JSON	ARRAY	JSON	Posting source URLs