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revenue cycle

rev_cycle
finance·Updated Jun 13, 2026

Definition

ISO-11179 Definition

The complete administrative and clinical functions that contribute to the capture, management, and collection of patient service revenue in a healthcare organization. The revenue cycle begins when a patient schedules an appointment and ends when all payments for that encounter are collected in full. Key revenue cycle stages include patient registration and eligibility verification, charge capture, medical coding, claim submission, payment posting, denial management, and accounts receivable follow-up.

Efficient revenue cycle management is critical to healthcare organization financial sustainability — even small improvements in clean claim rates or denial resolution can generate millions in recovered revenue annually. Healthcare data teams build revenue cycle analytics pipelines that track key performance indicators including days in accounts receivable, first-pass claim acceptance rates, denial rates by payer and reason code, and net collection rates to identify bottlenecks and measure revenue cycle performance improvements over time.

Standard Abbreviation

rev_cycle

Category

finance

Production DDL — FACT_CLAIM_TRANSACTION

FACT_CLAIM_TRANSACTION.sql
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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