financial counseling
fin_cnslngDefinition
ISO-11179 Definition
A patient-centered revenue cycle service that proactively educates patients about their healthcare financial obligations, available payment options, financial assistance programs, and insurance coverage details before or after receiving care to facilitate payment and prevent bad debt. Financial counseling is particularly important for high-balance accounts such as inpatient admissions, surgical procedures, and cancer treatments where patient out-of-pocket obligations may be substantial. Financial counselors review patient insurance benefits, calculate estimated patient responsibility, discuss payment plan options, screen for financial assistance and charity care eligibility, and help patients apply for Medicaid or marketplace coverage when appropriate.
Healthcare data teams measure financial counseling program effectiveness through point-of-service collection rates, payment plan enrollment rates, financial assistance application rates, and bad debt conversion rates comparing counseled versus non-counseled patient populations to demonstrate the financial return on financial counseling program investment.
Standard Abbreviation
fin_cnslng
Category
Production DDL — FACT_CLAIM_TRANSACTION
CREATE OR REPLACE TABLE FACT_CLAIM_TRANSACTION (
clm_txn_key INTEGER NOT NULL -- surrogate key,
clm_id VARCHAR(50) NOT NULL -- claim identifier,
mbr_key INTEGER NOT NULL -- FK to DIM_MEMBER,
prvdr_key INTEGER NOT NULL -- FK to DIM_PROVIDER,
clm_typ_cd VARCHAR(10) -- claim type code,
tot_chrg_amt DECIMAL(18,2) -- total charged amount,
tot_alwd_amt DECIMAL(18,2) -- total allowed amount,
tot_pd_amt DECIMAL(18,2) -- total paid amount,
cntrct_adj_amt DECIMAL(18,2) -- contractual adjustment,
denial_ind CHAR(1) -- denial indicator,
denial_rsn_cd VARCHAR(10) -- denial reason code,
prior_auth_nbr VARCHAR(30) -- authorization number,
clm_lag_days SMALLINT -- claim lag days,
days_ar SMALLINT -- days in AR,
load_dt TIMESTAMP_NTZ NOT NULL -- load timestamp
);
Standard Snowflake DDL for the canonical finance table. Convert to BigQuery or Databricks →
Why This Term Matters
Healthcare data terminology is foundational for any data engineer working in this industry. Precise understanding of standard terms enables accurate schema design, reduces downstream data quality issues, and ensures pipelines meet the regulatory and interoperability requirements imposed by HIPAA, HL7 FHIR, and CMS reporting frameworks. Without this foundation, even technically well-built pipelines produce data that fails validation when it reaches payers or regulators.
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