CLD v2.4.2 → v2.4.3 Consistency Report (prod_combined_abridged)
Generated: 2026-04-09 10:09
New: tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
Old: tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
Filters: canonical_rate_score > 1, network_type != 'NARROW', network_class = 'Commercial'
Summary Statistics
SQL
WITH
new AS (
SELECT
provider_type,
bill_type,
COUNT(DISTINCT roid) AS distinct_roids,
COUNT(DISTINCT payer_id) AS distinct_payers,
COUNT(DISTINCT network_id) AS distinct_networks,
COUNT(DISTINCT provider_id) AS distinct_providers,
COUNT(DISTINCT billing_code) AS distinct_billing_codes
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1,2
),
old AS (
SELECT
CASE
WHEN provider_type LIKE '%Hospital%' THEN 'Hospital'
ELSE provider_type
END AS provider_type,
bill_type,
COUNT(DISTINCT roid) AS distinct_roids,
COUNT(DISTINCT payer_id) AS distinct_payers,
COUNT(DISTINCT network_id) AS distinct_networks,
COUNT(DISTINCT provider_id) AS distinct_providers,
COUNT(DISTINCT billing_code) AS distinct_billing_codes
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1, 2
)
SELECT
provider_type,
bill_type,
new.distinct_roids AS new_distinct_roids,
old.distinct_roids AS old_distinct_roids,
new.distinct_networks AS new_distinct_networks,
old.distinct_networks AS old_distinct_networks,
new.distinct_providers AS new_distinct_providers,
old.distinct_providers AS old_distinct_providers,
new.distinct_billing_codes AS new_distinct_billing_codes,
old.distinct_billing_codes AS old_distinct_billing_codes
FROM new
JOIN old USING (provider_type, bill_type)
| provider_type | bill_type | new_distinct_roids | old_distinct_roids | new_distinct_networks | old_distinct_networks | new_distinct_providers | old_distinct_providers | new_distinct_billing_codes | old_distinct_billing_codes |
|---|---|---|---|---|---|---|---|---|---|
| Laboratory | Professional | 13314941 | 13034316 | 175 | 179 | 3594 | 3728 | 933 | 922 |
| Hospital | Outpatient | 228870364 | 231204220 | 188 | 188 | 6014 | 6007 | 7623 | 7629 |
| Imaging Center | Professional | 4227086 | 4148570 | 161 | 170 | 2925 | 2943 | 170 | 171 |
| Hospital | Inpatient | 58031426 | 59131946 | 182 | 181 | 5950 | 5976 | 1711 | 1711 |
| ASC | Outpatient | 46789775 | 46576542 | 158 | 167 | 5623 | 5659 | 3379 | 3138 |
| Physician Group | Professional | 783576510 | 666271324 | 182 | 183 | 42372 | 21406 | 4542 | 4104 |
Rate Object Space Dropoffs
Dropped Bill Billing
SQL
WITH
new AS (
SELECT DISTINCT bill_type, billing_code, 'new' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
),
old AS (
SELECT DISTINCT bill_type, billing_code, 'old' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
)
SELECT
DISTINCT
bill_type,
billing_code
FROM new
FULL OUTER JOIN old USING (bill_type, billing_code)
WHERE new.source IS NULL AND old.source IS NOT NULL
193 dropped entities
| bill_type | billing_code |
|---|---|
| Professional | J7178 |
| Professional | Q4317 |
| Professional | 26440 |
| Professional | Q4343 |
| Professional | 35661 |
| Professional | 54056 |
| Professional | 50715 |
| Professional | 32854 |
| Professional | 22216 |
| Professional | 35556 |
| Professional | 35820 |
| Professional | 49205 |
| Professional | 51595 |
| Professional | J7211 |
| Professional | 33990 |
| Professional | G6014 |
| Professional | 77014 |
| Professional | J7182 |
| Professional | 34201 |
| Professional | J7198 |
| Professional | 62141 |
| Professional | 27337 |
| Professional | J7177 |
| Professional | 32480 |
| Professional | 23120 |
| Professional | 28430 |
| Professional | 26418 |
| Professional | 65778 |
| Professional | 33641 |
| Professional | J7203 |
| Professional | Q4312 |
| Professional | 43633 |
| Professional | 28400 |
| Professional | 35371 |
| Professional | 59618 |
| Professional | G6015 |
| Professional | 22015 |
| Professional | 28485 |
| Professional | 93799 |
| Professional | 99466 |
| Professional | 49203 |
| Professional | 21450 |
| Professional | J7213 |
| Professional | 28515 |
| Professional | J7214 |
| Professional | J7181 |
| Professional | J7195 |
| Professional | 22212 |
| Professional | 91122 |
| Professional | J7183 |
| Professional | J7202 |
| Professional | Q4204 |
| Professional | 34705 |
| Professional | 21820 |
| Professional | 22325 |
| Professional | 33979 |
| Professional | 35355 |
| Professional | 63266 |
| Professional | Q4111 |
| Professional | 47600 |
| Professional | 93890 |
| Professional | 26540 |
| Professional | G6002 |
| Professional | 35840 |
| Professional | 27590 |
| Professional | 38100 |
| Professional | 48150 |
| Professional | 28470 |
| Professional | 59614 |
| Professional | J7205 |
| Professional | 28510 |
| Professional | 44320 |
| Professional | 26480 |
| Professional | 22327 |
| Professional | 33967 |
| Professional | 28490 |
| Professional | J7200 |
| Professional | Q4341 |
| Professional | 49204 |
| Professional | J7204 |
| Professional | 63200 |
| Professional | J7190 |
| Professional | 91120 |
| Professional | G6012 |
| Professional | J7194 |
| Professional | 22326 |
| Professional | Q0249 |
| Professional | 56405 |
| Professional | 28445 |
| Professional | 63276 |
| Professional | 63081 |
| Professional | 61697 |
| Professional | 37220 |
| Professional | 26951 |
| Professional | 37225 |
| Professional | 37227 |
| Professional | J7189 |
| Professional | 27335 |
| Outpatient | 83001 |
| Professional | 44050 |
… 93 more rows truncated
Dropped Networks
SQL
WITH
new AS (
SELECT DISTINCT network_id, 'new' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
),
old AS (
SELECT DISTINCT network_id, 'old' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
)
SELECT
DISTINCT
network_id
FROM new
FULL OUTER JOIN old USING (network_id)
WHERE new.source IS NULL AND old.source IS NOT NULL
No dropped entities.
Dropped Payers
SQL
WITH
new AS (
SELECT DISTINCT payer_id, 'new' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
),
old AS (
SELECT DISTINCT payer_id, 'old' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
)
SELECT
DISTINCT
payer_id
FROM new
FULL OUTER JOIN old USING (payer_id)
WHERE new.source IS NULL AND old.source IS NOT NULL
No dropped entities.
Dropped Provider Networks
SQL
WITH
new AS (
SELECT DISTINCT provider_id, network_id, 'new' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
),
old AS (
SELECT DISTINCT provider_id, network_id, 'old' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
)
SELECT
DISTINCT
provider_id,
network_id
FROM new
FULL OUTER JOIN old USING (provider_id, network_id)
WHERE new.source IS NULL AND old.source IS NOT NULL
45,424 dropped entities
| provider_id | network_id |
|---|---|
| -1220013670881656648 | 4281965180796802413 |
| 30695 | -2162498661799343237 |
| -8649953576620496228 | 1017413876722652424 |
| -5526197348992577433 | 5810723572563874815 |
| -7214636840314214962 | 4281965180796802413 |
| 8332 | -2162498661799343237 |
| 5668874739860809349 | 4484133589360821145 |
| -7268344576467116688 | 2469641715717297819 |
| -4507710200103183873 | -7995682717897123039 |
| 3341936098892732437 | -2162498661799343237 |
| 8344015273275393603 | -2510676791703302876 |
| -6726888862176413042 | 4484133589360821145 |
| 22855 | -3954532594486231313 |
| 28085399521615644 | 8361580493441765265 |
| 6351267574953115616 | 2039367776086447454 |
| 8422926631464807926 | 8361580493441765265 |
| 2622 | -8973307920338611544 |
| -7518353958206796071 | 4484133589360821145 |
| -622051519973612167 | 4484133589360821145 |
| 2495722753055424319 | 8816084628491357618 |
| -7407711646836483704 | 2469641715717297819 |
| 25702 | 2039367776086447454 |
| 22503 | -6293294949651930973 |
| 1597 | 2884766606938738180 |
| 5998182881423097506 | -8499759224271609810 |
| -3326099122440540843 | -3776001016975145508 |
| -5991128660378846213 | 5810723572563874815 |
| -6280435216940295349 | -7995682717897123039 |
| -1633641271652094190 | -2162498661799343237 |
| -2558493323081511644 | -2510676791703302876 |
| 7332369780771243870 | 5373876635451223842 |
| 32059 | -2162498661799343237 |
| 23392 | 4857361656543545479 |
| 7016361244338359039 | 8361580493441765265 |
| 3027 | -2162498661799343237 |
| -6620244172783399326 | -3776001016975145508 |
| 77200 | -2162498661799343237 |
| -8523139764919580023 | 4281965180796802413 |
| 4415120937217058635 | 4484133589360821145 |
| -277122960970244717 | 1295090440394638876 |
| 3307582668393069748 | -7995682717897123039 |
| 73492 | -2162498661799343237 |
| -3922485493939830741 | -4541460228936150437 |
| 9007838893776122434 | -3776001016975145508 |
| 8575485474468555479 | 1295090440394638876 |
| 1693 | -3776001016975145508 |
| -4823036739330484982 | 2469641715717297819 |
| -58538621835592835 | -2162498661799343237 |
| -7167908770827079214 | -3776001016975145508 |
| -7390961216692168704 | 4377565664656721182 |
| 2127752995463255239 | -2162498661799343237 |
| 4707906299320096948 | 2469641715717297819 |
| -4504547706900246341 | 8611629356743080984 |
| 24873 | -2162498661799343237 |
| -1513646383934814586 | 2469641715717297819 |
| 7892479564694766281 | -2162498661799343237 |
| 4151252365443874186 | 2469641715717297819 |
| 6883176750926085251 | 2039367776086447454 |
| 3548600002171192353 | -2510676791703302876 |
| 7842591896311424766 | 8816084628491357618 |
| 6992315452059192209 | 2469641715717297819 |
| 5108913430212984955 | -7995682717897123039 |
| 8843912253567060373 | -2162498661799343237 |
| 6384971955390664436 | -2162498661799343237 |
| -1528104922632475703 | 4281965180796802413 |
| -1745459054238730240 | -1786307896854006966 |
| -348743377488625080 | -2510676791703302876 |
| -2476588139437996382 | -2162498661799343237 |
| 26507 | -7995682717897123039 |
| -7428510725363198264 | 8361580493441765265 |
| 8495683252366120367 | 6974535101123239131 |
| 5379822640726955220 | 4484133589360821145 |
| 3045 | 4301155135282901848 |
| 4780054998046546363 | 2469641715717297819 |
| 6148416616010722780 | 2469641715717297819 |
| -567388799063654790 | 5075764097723629059 |
| -8500400727739061549 | 8361580493441765265 |
| 27902 | -8973307920338611544 |
| -6675872059165885792 | -3776001016975145508 |
| 3095 | -2162498661799343237 |
| 4122925263413897900 | 8361580493441765265 |
| 6427304466799355771 | -3776001016975145508 |
| -8976895034922256940 | -2162498661799343237 |
| 899567676627204644 | 8361580493441765265 |
| -4131894737507804573 | 8361580493441765265 |
| 70265 | -7995682717897123039 |
| 5202730557433781976 | 6650880607858420237 |
| 8388038030736101889 | -2162498661799343237 |
| 926167067493590775 | 4281965180796802413 |
| -3034389746420753817 | -2162498661799343237 |
| 1014778408071517932 | 2469641715717297819 |
| -5834757182145158738 | -2162498661799343237 |
| -7711712424482131402 | 2469641715717297819 |
| -8579051896867077117 | 4281965180796802413 |
| 1182753044507312377 | -4463301013711633961 |
| 25612 | -8973307920338611544 |
| -4246346060534000942 | 2469641715717297819 |
| -6752922170756593641 | 3376187909306580799 |
| 5999471718236161678 | 8611629356743080984 |
| 70699 | -2162498661799343237 |
… 45,324 more rows truncated
Dropped Providers
SQL
WITH
new AS (
SELECT DISTINCT provider_id, 'new' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
),
old AS (
SELECT DISTINCT provider_id, 'old' as source
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
)
SELECT
DISTINCT
provider_id
FROM new
FULL OUTER JOIN old USING (provider_id)
WHERE new.source IS NULL AND old.source IS NOT NULL
3,714 dropped entities
| provider_id |
|---|
| -862062797350031162 |
| 3712541555032249079 |
| 845494334273931984 |
| 3968948499618850890 |
| 2649397644040254624 |
| -6754054132964984083 |
| 5078556158611860717 |
| -769421429077185470 |
| 8447107251900441793 |
| -7298428687831682090 |
| -719247182149646933 |
| -8411142206162171861 |
| 659891974964894497 |
| -6067389928519635783 |
| -5681008389921883737 |
| -169002171778989240 |
| 4402264282278755325 |
| 7196759574118652704 |
| -7429306341157200787 |
| 4201156802322134178 |
| 5156806639409249375 |
| 4707906299320096948 |
| 5883762516847668205 |
| 4012033581502002677 |
| -8567856011115791995 |
| 2726568573815160352 |
| 9038600880081795402 |
| 2715628493010164424 |
| -2815687561096823106 |
| -2583962773948833587 |
| 4393329538455005506 |
| 3772565865597713098 |
| -5166385227368372970 |
| 3471902121948172147 |
| 2772959407405871115 |
| -1952086124656830700 |
| 1641106211486863060 |
| -6950490715443493496 |
| -7598516263225516184 |
| 7231192939504441961 |
| -8706558919831024174 |
| -4930770152559124495 |
| 2716311054452193568 |
| 6039495850745072729 |
| 3787517946731899921 |
| 3293430144924826774 |
| 7263498743669455337 |
| 2407667416533928430 |
| 2101220437996684525 |
| -7540027179024006328 |
| -7823123314690326273 |
| -1210241282019775147 |
| 4732987798522825812 |
| -8616653821418642761 |
| -6751696510526213120 |
| 4304890043796620729 |
| -2165845445613112914 |
| -4085717549920132921 |
| -8846093794321754815 |
| -5917751849408243835 |
| -4066685490816013165 |
| 8386197486653245700 |
| 7604514510165726948 |
| -2782323481598600787 |
| 2621949859845990649 |
| 1251114941678786061 |
| 601778688595326274 |
| -6878530620364289848 |
| 1961229570432111293 |
| 2610569081363770926 |
| -8174621888630797054 |
| -5832908799325421494 |
| -938303321242995755 |
| 2687427778402164511 |
| 27198 |
| -6704598508177933856 |
| -7707747837838820926 |
| -2016709770868425712 |
| 2165011592644710424 |
| -8649173594858254288 |
| -6708089758449925862 |
| 7887855025460974576 |
| -6537253798919945434 |
| 8917325516092318206 |
| 4125699177506130380 |
| -6199915825973076522 |
| -8119874976395194244 |
| -7243519153673524483 |
| -8477925080427982280 |
| -2816570198592131084 |
| -4152013639837612475 |
| 3099458883831250334 |
| -8554282575886882775 |
| -5434909666955471549 |
| -7241925047989311501 |
| 2889700098572313643 |
| -5324335918131663934 |
| 2696543080239605299 |
| 480418890022404464 |
| -7096747276781392302 |
… 3,614 more rows truncated
Large Rate Swings (>10%)
Rate Swings by Bill Provider
SQL
WITH
new AS (
SELECT
bill_type,
provider_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY bill_type, provider_id
),
old AS (
SELECT
bill_type,
provider_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY bill_type, provider_id
)
SELECT
bill_type,
provider_id,
new.avg_pct_of_medicare_rate AS new_avg_pct_of_medicare_rate,
old.avg_pct_of_medicare_rate AS old_avg_pct_of_medicare_rate,
new.avg_canonical_rate AS new_avg_canonical_rate,
old.avg_canonical_rate AS old_avg_canonical_rate,
(new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0) AS medicare_rate_pct_change,
(new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0) AS canonical_rate_pct_change,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count
FROM new
JOIN old USING (bill_type, provider_id)
WHERE (
ABS((new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0)) > 0.1
OR ABS((new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0)) > 0.1
) AND (
CASE
WHEN bill_type = 'Inpatient'
THEN new.roid_count > 10 AND old.roid_count > 10
WHEN bill_type = 'Outpatient'
THEN new.roid_count > 500 AND old.roid_count > 500
WHEN bill_type = 'Professional'
THEN new.roid_count > 500 AND old.roid_count > 500
END
)
ORDER BY ABS(medicare_rate_pct_change) DESC
24,472 entities with >10% rate swing
| bill_type | provider_id | new_avg_pct_of_medicare_rate | old_avg_pct_of_medicare_rate | new_avg_canonical_rate | old_avg_canonical_rate | medicare_rate_pct_change | canonical_rate_pct_change | new_roid_count | old_roid_count |
|---|---|---|---|---|---|---|---|---|---|
| Inpatient | 2032 | 3.70145 | 0.568696 | 53946.1 | 4864 | 5.50866 | 10.0909 | 1914 | 414 |
| Inpatient | 1897 | 3.11199 | 0.581111 | 53115.7 | 5157.42 | 4.35524 | 9.2989 | 3063 | 63 |
| Inpatient | 8451 | 4.36385 | 0.859 | 104528 | 5818.41 | 4.08015 | 16.9651 | 1716 | 20 |
| Outpatient | 5217 | 4.99251 | 1.12968 | 1411.85 | 134.312 | 3.41943 | 9.51171 | 4581 | 677 |
| Outpatient | 9750 | 4.8213 | 1.10833 | 1376.5 | 111.666 | 3.35006 | 11.3269 | 4696 | 766 |
| Inpatient | 9383 | 4.85839 | 1.12706 | 75255.4 | 7280.46 | 3.31068 | 9.33662 | 1518 | 17 |
| Inpatient | 6337 | 3.96494 | 0.924028 | 79269.3 | 12498.8 | 3.29094 | 5.34216 | 2389 | 1090 |
| Inpatient | 6296 | 2.53283 | 0.620102 | 57910.5 | 7027.83 | 3.08455 | 7.24016 | 2085 | 393 |
| Inpatient | 6342 | 2.97531 | 0.73125 | 70843.6 | 6609.7 | 3.0688 | 9.71813 | 1744 | 56 |
| Inpatient | 5104 | 2.39933 | 0.610909 | 49306 | 5263.18 | 2.92748 | 8.3681 | 3362 | 11 |
| Outpatient | 9810 | 4.38031 | 1.12743 | 9619.08 | 32751.3 | 2.88523 | -0.706299 | 6379 | 1247 |
| Inpatient | 6338 | 2.75763 | 0.727837 | 60082 | 10998.6 | 2.7888 | 4.46269 | 3088 | 1424 |
| Inpatient | 3493 | 2.7664 | 0.77 | 42150.2 | 5058.68 | 2.59273 | 7.33225 | 998 | 15 |
| Inpatient | 1877 | 2.44 | 0.730876 | 39820.5 | 9852.74 | 2.33846 | 3.04156 | 4679 | 3195 |
| Outpatient | 8812 | 4.96971 | 1.53197 | 1462.6 | 324.603 | 2.24401 | 3.50581 | 5523 | 1048 |
| Inpatient | 6537 | 3.18494 | 0.991112 | 70334 | 16291.6 | 2.2135 | 3.31718 | 4004 | 2257 |
| Inpatient | 3772 | 5.12419 | 1.59484 | 82787.2 | 28075.7 | 2.21299 | 1.94871 | 3893 | 1767 |
| Outpatient | 10310 | 4.73658 | 1.53727 | 1423.91 | 324.899 | 2.08116 | 3.38261 | 5480 | 1048 |
| Inpatient | 1869 | 2.36597 | 0.79764 | 34761.1 | 9486.86 | 1.96621 | 2.66413 | 5318 | 3758 |
| Inpatient | 6617 | 3.32626 | 1.12521 | 82812.7 | 24904.1 | 1.95612 | 2.32527 | 3680 | 1915 |
| Inpatient | 47 | 3.99584 | 1.36805 | 94060.1 | 20120.2 | 1.92083 | 3.6749 | 1966 | 277 |
| Inpatient | 9485 | 1.94589 | 0.671694 | 30849.5 | 4773.31 | 1.89699 | 5.46292 | 1094 | 124 |
| Inpatient | 6298 | 2.068 | 0.715366 | 45753.6 | 5214.13 | 1.89083 | 7.77493 | 1708 | 41 |
| Inpatient | 1879 | 1.92325 | 0.667541 | 33663.1 | 9858.01 | 1.8811 | 2.41479 | 4402 | 2892 |
| Inpatient | 6586 | 3.69693 | 1.31724 | 95794.6 | 55362.6 | 1.80657 | 0.730312 | 1706 | 29 |
| Inpatient | 6508 | 1.89391 | 0.678218 | 43082.2 | 14877.4 | 1.79248 | 1.89582 | 3552 | 1852 |
| Inpatient | 6364 | 2.58216 | 0.925332 | 56580.7 | 15422.2 | 1.79053 | 2.66877 | 4005 | 2232 |
| Inpatient | 6443 | 2.7071 | 0.981892 | 56946 | 15580.5 | 1.75703 | 2.65495 | 4523 | 2669 |
| Inpatient | 6405 | 2.73272 | 0.991906 | 54443.6 | 14803.9 | 1.75502 | 2.67766 | 4899 | 2949 |
| Inpatient | 6311 | 2.71234 | 0.997702 | 57044.8 | 17007.8 | 1.71859 | 2.35404 | 4539 | 2681 |
| Inpatient | 6682 | 2.73852 | 1.04007 | 57769.1 | 18231.7 | 1.63302 | 2.16861 | 5105 | 3235 |
| Inpatient | 5649 | 3.62924 | 1.38062 | 52406.1 | 25151 | 1.62871 | 1.08366 | 1637 | 8247 |
| Inpatient | 8089 | 2.40423 | 0.917203 | 51076.9 | 14970.1 | 1.62127 | 2.41193 | 4482 | 2635 |
| Inpatient | 6293 | 5.1724 | 1.97796 | 128873 | 56095 | 1.61501 | 1.2974 | 1676 | 1709 |
| Inpatient | 1873 | 2.18346 | 0.850371 | 29695.9 | 9671.21 | 1.56766 | 2.07055 | 6007 | 4314 |
| Inpatient | 3746 | 3.82165 | 1.5416 | 61860.5 | 27438.4 | 1.47902 | 1.25453 | 3915 | 1767 |
| Inpatient | 6614 | 5.04502 | 2.04029 | 131748 | 56477.8 | 1.4727 | 1.33274 | 1710 | 1708 |
| Inpatient | 6467 | 1.66545 | 0.674951 | 37452.7 | 14734 | 1.4675 | 1.54192 | 3539 | 1844 |
| Inpatient | 6425 | 2.18011 | 0.900769 | 46269.5 | 5528.75 | 1.42028 | 7.36889 | 1696 | 26 |
| Outpatient | 1161 | 3.74885 | 1.62397 | 3666.14 | 6798.3 | 1.30845 | -0.460727 | 2382 | 14104 |
| Inpatient | 3723 | 3.56831 | 1.5529 | 57737 | 27574.4 | 1.29783 | 1.09386 | 3912 | 1767 |
| Professional | 4442081333848475326 | 4.34793 | 1.90418 | 119.464 | 664.639 | 1.28335 | -0.820257 | 2495 | 20138 |
| Inpatient | 4361 | 1.78113 | 0.783768 | 22675.5 | 8830.36 | 1.27252 | 1.56791 | 2070 | 950 |
| Professional | 5155980122889976328 | 3.97559 | 1.75463 | 118.509 | 187.428 | 1.26577 | -0.367709 | 1862 | 11523 |
| Professional | -1442591173686347837 | 3.97559 | 1.75463 | 118.509 | 187.428 | 1.26577 | -0.367709 | 1862 | 11523 |
| Inpatient | 8039 | 2.03437 | 0.898112 | 42646.2 | 14658.6 | 1.26516 | 1.9093 | 4478 | 2633 |
| Inpatient | 6355 | 1.66852 | 0.736667 | 42430.8 | 10760.3 | 1.26495 | 2.94328 | 2183 | 57 |
| Inpatient | 6345 | 2.62842 | 1.17681 | 52674.9 | 20466.4 | 1.2335 | 1.57372 | 215 | 766 |
| Outpatient | 23706 | 5.61979 | 2.52686 | 1386.45 | 407.775 | 1.22402 | 2.40003 | 1203 | 561 |
| Outpatient | 6337 | 7.64022 | 3.47845 | 27136.9 | 14469.5 | 1.19644 | 0.875461 | 6091 | 6407 |
| Inpatient | 6388 | 2.26129 | 1.0419 | 50173.1 | 19123.8 | 1.17036 | 1.6236 | 4059 | 2324 |
| Outpatient | 8089 | 4.35895 | 2.01243 | 11164.6 | 2357.57 | 1.16601 | 3.73566 | 8843 | 5630 |
| Outpatient | 5304 | 2.49206 | 1.16497 | 344.279 | 135.247 | 1.13916 | 1.54556 | 1694 | 660 |
| Inpatient | 6281 | 2.23868 | 1.05348 | 43722.1 | 21886.8 | 1.12503 | 0.997646 | 3480 | 1772 |
| Outpatient | 6537 | 4.23789 | 1.99645 | 13127.3 | 737.076 | 1.12271 | 16.81 | 8582 | 2410 |
| Inpatient | 1589 | 4.09487 | 1.94146 | 34912.4 | 15216.5 | 1.10917 | 1.29437 | 39 | 878 |
| Professional | 1961812991736415595 | 3.49564 | 1.68853 | 90.6354 | 166.194 | 1.07022 | -0.454642 | 1394 | 7587 |
| Professional | 2093875748644995085 | 3.54995 | 1.71673 | 91.9235 | 172.285 | 1.06786 | -0.466447 | 1402 | 8064 |
| Professional | -7379138733837873340 | 3.39988 | 1.65102 | 83.3475 | 167.525 | 1.05925 | -0.502476 | 1344 | 7818 |
| Professional | 6798483781417602364 | 3.39988 | 1.65102 | 83.3475 | 167.525 | 1.05925 | -0.502476 | 1344 | 7818 |
| Inpatient | 3784 | 3.144 | 1.53277 | 51789.3 | 27269.1 | 1.05119 | 0.899194 | 4105 | 1767 |
| Inpatient | 5221 | 1.66228 | 0.812985 | 27997.1 | 12347.4 | 1.04466 | 1.26744 | 3912 | 1360 |
| Professional | 8925736803828560415 | 4.61788 | 2.26351 | 123.408 | 224.992 | 1.04015 | -0.451499 | 1338 | 8197 |
| Professional | 6445278610301275077 | 4.61788 | 2.26351 | 123.408 | 224.992 | 1.04015 | -0.451499 | 1338 | 8197 |
| Inpatient | 6289 | 1.79953 | 0.882857 | 40854.3 | 5715.51 | 1.03831 | 6.14797 | 1698 | 21 |
| Outpatient | 6364 | 3.54813 | 1.75908 | 10544.5 | 608.31 | 1.01703 | 16.334 | 9009 | 3296 |
| Professional | 7357004565283061815 | 4.54759 | 2.26351 | 121.54 | 224.992 | 1.00909 | -0.459801 | 1382 | 8197 |
| Inpatient | 8885 | 1.33051 | 0.66805 | 21212 | 8053.89 | 0.991636 | 1.63375 | 3157 | 1549 |
| Inpatient | 1889 | 1.3497 | 0.680491 | 21825.7 | 10465.8 | 0.983417 | 1.08542 | 2446 | 1120 |
| Outpatient | 6311 | 3.96092 | 1.99996 | 12448.2 | 552.939 | 0.9805 | 21.5128 | 8775 | 2565 |
| Outpatient | 6443 | 3.95827 | 2.0021 | 12428.6 | 551.684 | 0.97706 | 21.5285 | 8779 | 2568 |
| Inpatient | 6524 | 1.3163 | 0.666902 | 29278.1 | 14391.8 | 0.973752 | 1.03436 | 3559 | 1882 |
| Outpatient | 8039 | 3.85054 | 1.97528 | 9277.25 | 331.536 | 0.949362 | 26.9827 | 8966 | 2704 |
| Inpatient | 4428 | 2.09323 | 1.07896 | 29808.2 | 17993.8 | 0.940056 | 0.656575 | 3773 | 1024 |
| Inpatient | 4229 | 5.85233 | 3.02236 | 99142.6 | 55484.6 | 0.936343 | 0.786848 | 60 | 55 |
| Inpatient | 4472 | 1.89635 | 0.985044 | 29469.8 | 19328 | 0.925144 | 0.524718 | 2757 | 1146 |
| Outpatient | 9471 | 2.34601 | 1.22084 | 10166.8 | 19051.5 | 0.921636 | -0.466354 | 49699 | 2778 |
| Inpatient | 9188 | 1.12155 | 0.583906 | 30865.5 | 7824.66 | 0.920771 | 2.94465 | 929 | 512 |
| Inpatient | 4203 | 2.95278 | 1.545 | 56105 | 31999.7 | 0.911183 | 0.753296 | 36 | 44 |
| Outpatient | 6345 | 4.74905 | 2.49538 | 8547.97 | 9080.73 | 0.903142 | -0.0586695 | 644 | 7132 |
| Inpatient | 10 | 2.85889 | 1.50267 | 52981.4 | 28447.7 | 0.902537 | 0.862411 | 6727 | 3196 |
| Professional | 8267364255116217035 | 2.81401 | 1.48599 | 77.8854 | 242.792 | 0.893695 | -0.67921 | 790 | 12247 |
| Outpatient | 4659 | 2.38249 | 1.2606 | 5316.01 | 2652.5 | 0.889963 | 1.00415 | 42437 | 43867 |
| Outpatient | 6405 | 3.55664 | 1.906 | 10787.2 | 496.68 | 0.866019 | 20.7187 | 8915 | 2692 |
| Inpatient | 6076 | 7.30715 | 3.92003 | 118784 | 64779 | 0.864054 | 0.833689 | 249 | 338 |
| Inpatient | 6650 | 1.38194 | 0.743304 | 29626.3 | 12265.5 | 0.859181 | 1.41541 | 2654 | 796 |
| Inpatient | 4208 | 2.76917 | 1.49182 | 52643.2 | 30949 | 0.856236 | 0.700967 | 36 | 22 |
| Professional | -6408596399631400851 | 2.51532 | 1.35589 | 78.8173 | 186.82 | 0.8551 | -0.578111 | 820 | 7434 |
| Professional | -4933439739826783998 | 1.79688 | 0.969215 | 318.578 | 388.443 | 0.853953 | -0.17986 | 2419 | 14307 |
| Inpatient | 4202 | 2.72083 | 1.47 | 51733.6 | 30472 | 0.850907 | 0.697742 | 36 | 44 |
| Inpatient | 45 | 1.92834 | 1.04311 | 37695.9 | 20391.6 | 0.848644 | 0.848601 | 12350 | 7040 |
| Outpatient | 30244 | 1.01165 | 6.52415 | 100 | 2024.94 | -0.844937 | -0.950616 | 1392 | 4516 |
| Professional | -1993191113665120528 | 2.40467 | 1.30344 | 111.688 | 183.781 | 0.844865 | -0.392274 | 2743 | 12837 |
| Outpatient | 23922 | 1.00725 | 6.20088 | 100 | 1984.35 | -0.837564 | -0.949606 | 1402 | 4794 |
| Outpatient | 25487 | 1.00725 | 5.90583 | 100 | 1819.81 | -0.829449 | -0.945049 | 1402 | 4636 |
| Inpatient | 1048 | 0.75 | 4.3482 | 7152.87 | 72197.6 | -0.827515 | -0.900926 | 24 | 100 |
| Inpatient | 5139 | 3.06774 | 1.67904 | 60172.4 | 29791.5 | 0.827081 | 1.01978 | 1843 | 323 |
| Inpatient | 3770 | 1.93113 | 1.05942 | 33006.8 | 19752.6 | 0.822812 | 0.671009 | 10577 | 6758 |
| Outpatient | 1903 | 1.18827 | 6.55188 | 18677.5 | 16521.6 | -0.818636 | 0.130492 | 1447 | 11341 |
| Outpatient | 9995 | 3.96717 | 2.18341 | 10793.5 | 4664.59 | 0.816966 | 1.31391 | 56103 | 27649 |
… 24,372 more rows truncated
Rate Swings by Network
SQL
WITH
new AS (
SELECT
network_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id
),
old AS (
SELECT
network_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id
)
SELECT
network_id,
new.avg_pct_of_medicare_rate AS new_avg_pct_of_medicare_rate,
old.avg_pct_of_medicare_rate AS old_avg_pct_of_medicare_rate,
new.avg_canonical_rate AS new_avg_canonical_rate,
old.avg_canonical_rate AS old_avg_canonical_rate,
(new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0) AS medicare_rate_pct_change,
(new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0) AS canonical_rate_pct_change,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count
FROM new
JOIN old USING (network_id)
WHERE (
ABS((new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0)) > 0.1
OR ABS((new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0)) > 0.1
) AND (
new.roid_count > 500 AND old.roid_count > 500
)
ORDER BY ABS(medicare_rate_pct_change) DESC
128 entities with >10% rate swing
| network_id | new_avg_pct_of_medicare_rate | old_avg_pct_of_medicare_rate | new_avg_canonical_rate | old_avg_canonical_rate | medicare_rate_pct_change | canonical_rate_pct_change | new_roid_count | old_roid_count |
|---|---|---|---|---|---|---|---|---|
| 4.85736e+18 | inf | inf | 4655.05 | 5536.73 | nan | -0.159242 | 9.95896e+06 | 7.71998e+06 |
| 3.11449e+17 | inf | inf | 3837.79 | 4593.12 | nan | -0.164448 | 8.83174e+06 | 7.10928e+06 |
| 2.46964e+18 | inf | inf | 4514.17 | 4024.41 | nan | 0.121697 | 8.18164e+07 | 9.75147e+07 |
| 4.48413e+18 | inf | inf | 3389.64 | 4314.88 | nan | -0.214431 | 1.24277e+08 | 9.24217e+07 |
| -2.1625e+18 | 2.3615 | inf | 6090.64 | 4138.75 | nan | 0.471615 | 4.01141e+07 | 9.66705e+07 |
| -3.71112e+18 | inf | inf | 3698.89 | 4700.09 | nan | -0.213018 | 6.48646e+06 | 4.82015e+06 |
| -3.776e+18 | inf | inf | 4522.62 | 4069.55 | nan | 0.11133 | 8.08709e+07 | 9.51156e+07 |
| 5.81072e+18 | inf | inf | 2573.23 | 4480.58 | nan | -0.425693 | 1.4474e+08 | 7.84053e+07 |
| 4.28197e+18 | inf | inf | 2513.76 | 3166.76 | nan | -0.206206 | 1.41309e+08 | 1.14711e+08 |
| 8.36158e+18 | inf | inf | 2563.38 | 3246.8 | nan | -0.210491 | 1.45717e+08 | 1.16997e+08 |
| -2.68566e+18 | 2.41787 | 1.48941 | 14564.4 | 2872.52 | 0.62337 | 4.07027 | 275712 | 2.22527e+06 |
| -2.51068e+18 | 3.02913 | 1.87195 | 16848.4 | 5704.44 | 0.618167 | 1.95355 | 609300 | 2.99826e+06 |
| 8.81608e+18 | 2.90462 | 1.91384 | 16284.9 | 5842.82 | 0.517692 | 1.78717 | 534510 | 2.7805e+06 |
| -8.97331e+18 | 2.88654 | 2.0645 | 13653.2 | 6090.16 | 0.398184 | 1.24185 | 438867 | 1.80775e+06 |
| 3.92257e+16 | 1.91904 | 3.16154 | 2436.48 | 6842.43 | -0.393006 | -0.643916 | 353723 | 115865 |
| -3.95453e+18 | 2.71799 | 2.02545 | 16145.8 | 5408.61 | 0.341915 | 1.9852 | 328360 | 2.55077e+06 |
| -7.99568e+18 | 3.41244 | 2.54872 | 26054.3 | 6138.28 | 0.338883 | 3.24455 | 2.74302e+06 | 7.64467e+06 |
| 7.90043e+18 | 2.27218 | 1.7103 | 11174.5 | 3606.87 | 0.328525 | 2.09812 | 81606 | 288415 |
| 1.29509e+18 | 2.66869 | 2.0422 | 18331.2 | 3377.3 | 0.306773 | 4.42777 | 6219 | 703997 |
| 3.97381e+18 | 4.52643 | 3.46742 | 24343.8 | 6764.22 | 0.305415 | 2.5989 | 624540 | 1.17147e+06 |
| -7.94267e+18 | 1.68452 | 2.36804 | 7893.49 | 18299.5 | -0.288645 | -0.56865 | 3.70836e+06 | 422427 |
| 4.86702e+18 | 3.23733 | 2.55024 | 951.868 | 760.674 | 0.269419 | 0.251349 | 312740 | 21463 |
| -3.56836e+18 | 1.99362 | 2.664 | 3772.51 | 2405.28 | -0.251644 | 0.568429 | 547562 | 505084 |
| 6.09139e+18 | 2.72268 | 2.22349 | 8401.25 | 4634.12 | 0.224507 | 0.81291 | 248157 | 468407 |
| 2.26507e+18 | 1.20061 | 1.48906 | 1582.34 | 1902.03 | -0.193717 | -0.168074 | 1.93313e+06 | 1.23968e+06 |
| -1.37229e+17 | 1.42443 | 1.745 | 2514.36 | 4959.57 | -0.18371 | -0.493029 | 2.53389e+06 | 1.11038e+06 |
| -4.56425e+18 | 2.15285 | 2.62917 | 5796.73 | 11669.4 | -0.181169 | -0.503253 | 434282 | 115073 |
| -6.58839e+18 | 1.78164 | 2.14489 | 6658.31 | 7463.46 | -0.16936 | -0.107878 | 3.22087e+06 | 2.60543e+06 |
| 1.00172e+18 | 2.2432 | 2.69377 | 8434.33 | 11208.9 | -0.167263 | -0.247532 | 912865 | 522174 |
| -4.94439e+18 | 3.93234 | 3.37253 | 15805.7 | 8749.05 | 0.165989 | 0.806566 | 450532 | 139108 |
| -4.21197e+18 | 2.29174 | 1.96661 | 4617.45 | 3263.66 | 0.165324 | 0.414809 | 2.03094e+06 | 3.12767e+06 |
| -7.3043e+18 | 1.80808 | 2.16452 | 7321.34 | 8626.66 | -0.164673 | -0.151313 | 3.47903e+06 | 2.76598e+06 |
| -7.22559e+18 | 1.79143 | 2.1443 | 6522.11 | 7378.37 | -0.164562 | -0.116051 | 3.25617e+06 | 2.63417e+06 |
| 7.75015e+18 | 1.79139 | 2.14304 | 6554.76 | 7373.25 | -0.164089 | -0.111009 | 3.24963e+06 | 2.63235e+06 |
| -1.88424e+18 | 3.96936 | 3.41109 | 5459.32 | 3075.79 | 0.163664 | 0.774934 | 29927 | 17031 |
| 5.32583e+18 | 2.47631 | 2.13496 | 5583.7 | 3397.92 | 0.159886 | 0.64327 | 258575 | 486401 |
| -8.50611e+18 | 1.1687 | 1.39006 | 776.729 | 3393.08 | -0.159242 | -0.771084 | 2.38408e+06 | 610855 |
| 1.01741e+18 | 1.50406 | 1.77105 | 2583.34 | 3473.19 | -0.150752 | -0.256205 | 1.27888e+07 | 8.38308e+06 |
| 3.47839e+18 | 1.51187 | 1.7751 | 2730.27 | 3626.15 | -0.148292 | -0.247062 | 849665 | 619546 |
| -7.57238e+18 | 1.48322 | 1.7384 | 3272.91 | 3584.73 | -0.146794 | -0.0869867 | 1.17162e+06 | 918458 |
| -4.06181e+18 | 1.96404 | 2.28493 | 3126.65 | 2915.78 | -0.14044 | 0.0723211 | 159671 | 99344 |
| 5.7811e+18 | 1.39205 | 1.61572 | 1665.86 | 2000.73 | -0.13843 | -0.167375 | 3.2228e+06 | 2.67814e+06 |
| 5.37388e+18 | 1.78333 | 2.06784 | 2854.72 | 3532.51 | -0.137587 | -0.19187 | 8.17571e+06 | 5.56047e+06 |
| 4.37757e+18 | 1.3956 | 1.61732 | 3249.93 | 4706.55 | -0.137093 | -0.309488 | 4.7829e+06 | 3.18319e+06 |
| 7.24795e+18 | 1.66708 | 1.92959 | 2054.72 | 3191.58 | -0.136043 | -0.356207 | 1.35139e+06 | 774033 |
| 7.61684e+18 | 1.58081 | 1.82871 | 2809.42 | 3833.97 | -0.135556 | -0.26723 | 1.4205e+07 | 9.23544e+06 |
| 5.75087e+18 | 1.65394 | 1.91172 | 4111.77 | 5148.53 | -0.134845 | -0.20137 | 6.77226e+06 | 5.16961e+06 |
| -6.97213e+18 | 1.82462 | 2.1054 | 3377.52 | 4167.38 | -0.13336 | -0.189534 | 8.45281e+06 | 5.83018e+06 |
| -8.82263e+18 | 1.91364 | 1.6899 | 5115.19 | 4084.63 | 0.132396 | 0.252301 | 1.76729e+06 | 2.32012e+06 |
| 8.61163e+18 | 1.97942 | 2.27621 | 3843.86 | 5858.04 | -0.130388 | -0.343833 | 9.28024e+06 | 6.67618e+06 |
| 1.99861e+18 | 2.14893 | 2.46875 | 3078.45 | 3926.01 | -0.129549 | -0.215883 | 1.24486e+06 | 991394 |
| 6.35208e+18 | 2.16766 | 2.48235 | 1479.78 | 1655 | -0.126771 | -0.105869 | 659435 | 682107 |
| -1.19984e+18 | 1.64994 | 1.88508 | 9473.87 | 12457.4 | -0.124739 | -0.239501 | 5.05772e+06 | 2.20001e+06 |
| 8.53056e+18 | 1.58221 | 1.80135 | 4499.11 | 4280.72 | -0.121656 | 0.0510163 | 1.70601e+06 | 1.72871e+06 |
| 2.11972e+18 | 1.68929 | 1.91834 | 3050.2 | 4345.38 | -0.119401 | -0.298059 | 1.0685e+07 | 7.03518e+06 |
| 4.98841e+18 | 2.01931 | 2.27524 | 8364.73 | 9300.12 | -0.112484 | -0.100579 | 1.38413e+06 | 1.41409e+06 |
| 6.6383e+18 | 1.69118 | 1.90299 | 3569.63 | 5095.07 | -0.111303 | -0.299396 | 516187 | 333968 |
| -4.02759e+18 | 1.76948 | 1.59738 | 5252.34 | 3835.8 | 0.107737 | 0.369294 | 1.35704e+06 | 1.94365e+06 |
| -4.44552e+18 | 1.65417 | 1.49353 | 833.582 | 582.972 | 0.107562 | 0.429883 | 370736 | 372293 |
| -1.36306e+18 | 1.62962 | 1.82534 | 6778.69 | 9010.66 | -0.107225 | -0.247703 | 468971 | 254730 |
| 5.15753e+17 | 1.53341 | 1.7135 | 3893.4 | 6101.59 | -0.105095 | -0.361904 | 3.27714e+06 | 1.87189e+06 |
| -5.58179e+17 | 1.74672 | 1.95017 | 5238.37 | 6307.1 | -0.104323 | -0.169448 | 4.27943e+06 | 3.27389e+06 |
| 5.07576e+18 | 1.75139 | 1.9518 | 5247.71 | 6316.17 | -0.102682 | -0.169162 | 4.28966e+06 | 3.27856e+06 |
| 3.13359e+18 | 2.13326 | 2.37256 | 240.692 | 285.449 | -0.100862 | -0.156797 | 21288 | 15620 |
| -7.16348e+18 | 1.63681 | 1.80356 | 1411.57 | 2515.36 | -0.0924538 | -0.438819 | 3.44292e+06 | 1.67889e+06 |
| -5.87428e+18 | 1.62832 | 1.79175 | 1404.2 | 2511.96 | -0.0912092 | -0.440996 | 3.44409e+06 | 1.68057e+06 |
| -8.39357e+18 | 1.94565 | 2.13551 | 3759.57 | 5624.03 | -0.0889064 | -0.331516 | 2.26247e+06 | 1.42787e+06 |
| 6.43758e+18 | 2.29409 | 2.51775 | 7137.75 | 8770.23 | -0.0888342 | -0.186139 | 1.19192e+06 | 747458 |
| -5.27897e+18 | 1.55013 | 1.69821 | 2809.3 | 3402.05 | -0.0871978 | -0.174231 | 3.55166e+06 | 2.99572e+06 |
| 1.17855e+18 | 2.10596 | 1.93846 | 6517.12 | 5499.14 | 0.0864077 | 0.185118 | 799958 | 1.01078e+06 |
| 9.21501e+18 | 1.52847 | 1.6702 | 2799.5 | 3402.35 | -0.0848576 | -0.177187 | 3.56175e+06 | 3.00394e+06 |
| 1.48124e+18 | 2.18667 | 2.3885 | 3317.52 | 4815.21 | -0.084501 | -0.311033 | 1.72102e+06 | 1.0886e+06 |
| -2.59692e+18 | 1.92109 | 2.09394 | 5445.22 | 6065.62 | -0.0825505 | -0.102282 | 1.53432e+06 | 1.33842e+06 |
| -4.34992e+17 | 1.96036 | 2.13611 | 3441.47 | 3896.58 | -0.0822775 | -0.116797 | 3.06686e+06 | 2.68867e+06 |
| -1.70808e+18 | 1.4725 | 1.60133 | 5496.24 | 7154.27 | -0.0804525 | -0.231754 | 397769 | 174409 |
| 6.65088e+18 | 1.32992 | 1.44551 | 2048.55 | 2714.58 | -0.0799661 | -0.245353 | 4.91688e+06 | 2.96546e+06 |
| 5.26319e+18 | 1.29369 | 1.39995 | 1992.21 | 2604.09 | -0.0759051 | -0.234968 | 4.72486e+06 | 2.84008e+06 |
| -6.29329e+18 | 1.90623 | 2.06225 | 4028.61 | 3125.84 | -0.0756524 | 0.288809 | 3.28947e+06 | 3.36203e+06 |
| -7.69528e+18 | 2.38398 | 2.21668 | 6714.95 | 5217.08 | 0.0754738 | 0.28711 | 1.00431e+06 | 1.29728e+06 |
| -4.94405e+18 | 3.08543 | 3.32419 | 3039.31 | 5397.01 | -0.0718261 | -0.436853 | 1.49449e+06 | 862125 |
| -3.04564e+18 | 2.83262 | 3.05158 | 11571.3 | 14005.4 | -0.0717526 | -0.173795 | 921110 | 762961 |
| -8.49976e+18 | 1.80446 | 1.94393 | 138.011 | 161.945 | -0.0717459 | -0.147791 | 966391 | 604470 |
| -4.66457e+18 | 1.83782 | 1.97563 | 4968.93 | 5859.32 | -0.0697563 | -0.151961 | 808552 | 608471 |
| -1.59583e+18 | 1.86299 | 1.74859 | 4241.03 | 3688.78 | 0.065427 | 0.149712 | 1.64042e+06 | 1.15399e+06 |
| -5.30429e+17 | 1.82216 | 1.71159 | 3998.72 | 3521.55 | 0.0645973 | 0.135498 | 1.63433e+06 | 1.14645e+06 |
| 6.97454e+18 | 1.69939 | 1.59648 | 3868.25 | 2997.74 | 0.0644609 | 0.290389 | 921248 | 1.24012e+06 |
| 4.91105e+18 | 2.06026 | 1.93944 | 8316.25 | 6760.04 | 0.0622942 | 0.230206 | 2.83743e+06 | 3.53883e+06 |
| -5.61727e+18 | 2.07728 | 2.21522 | 11774.1 | 16670.6 | -0.0622669 | -0.293718 | 1.20804e+06 | 1.11356e+06 |
| -8.80602e+18 | 2.07687 | 2.21436 | 2085.38 | 2324.64 | -0.0620895 | -0.102924 | 1.8525e+06 | 1.90945e+06 |
| -1.06886e+18 | 1.79408 | 1.91026 | 2972.87 | 3528.61 | -0.0608211 | -0.157496 | 4.12826e+06 | 3.17662e+06 |
| 5.60513e+18 | 1.84044 | 1.95708 | 14213.5 | 27534.9 | -0.0596031 | -0.4838 | 1.20037e+06 | 633995 |
| -2.86547e+18 | 1.9588 | 2.08206 | 4204.4 | 5163.95 | -0.0591966 | -0.185818 | 1.09624e+06 | 834387 |
| -3.06376e+18 | 1.81363 | 1.9272 | 3074.35 | 3598.75 | -0.0589334 | -0.145718 | 3.88528e+06 | 2.93631e+06 |
| 5.17876e+18 | 2.36756 | 2.51489 | 11849.8 | 13815.5 | -0.0585836 | -0.142287 | 1.31418e+06 | 987967 |
| 5.17793e+18 | 1.63797 | 1.73657 | 3543.32 | 4177.54 | -0.0567783 | -0.151817 | 3.76746e+06 | 2.96379e+06 |
| -2.78293e+18 | 2.5001 | 2.64401 | 1976.31 | 2252.4 | -0.0544302 | -0.122572 | 25031 | 22953 |
| -5.23072e+18 | 1.82449 | 1.92632 | 2134.82 | 3198.41 | -0.0528613 | -0.332537 | 1.30606e+07 | 7.50081e+06 |
| 6.06917e+18 | 1.84959 | 1.95116 | 4663.57 | 5248.42 | -0.0520569 | -0.111435 | 1.73162e+06 | 1.5732e+06 |
| -3.16793e+18 | 2.82609 | 2.97885 | 3102.7 | 3531.68 | -0.0512815 | -0.121466 | 516460 | 478107 |
| 4.61509e+18 | 1.93479 | 1.84398 | 5666.6 | 3877.7 | 0.0492469 | 0.461333 | 1.56385e+06 | 2.66164e+06 |
… 28 more rows truncated
Rate Swings by Network Provider
SQL
WITH
new AS (
SELECT
network_id,
provider_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id, provider_id
),
old AS (
SELECT
network_id,
provider_id,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id, provider_id
)
SELECT
network_id,
provider_id,
new.avg_pct_of_medicare_rate AS new_avg_pct_of_medicare_rate,
old.avg_pct_of_medicare_rate AS old_avg_pct_of_medicare_rate,
new.avg_canonical_rate AS new_avg_canonical_rate,
old.avg_canonical_rate AS old_avg_canonical_rate,
(new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0) AS medicare_rate_pct_change,
(new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0) AS canonical_rate_pct_change,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count
FROM new
JOIN old USING (network_id, provider_id)
WHERE (
ABS((new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0)) > 0.1
OR ABS((new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0)) > 0.1
) AND (
new.roid_count > 500 AND old.roid_count > 500
)
ORDER BY ABS(medicare_rate_pct_change) DESC
131,254 entities with >10% rate swing
| network_id | provider_id | new_avg_pct_of_medicare_rate | old_avg_pct_of_medicare_rate | new_avg_canonical_rate | old_avg_canonical_rate | medicare_rate_pct_change | canonical_rate_pct_change | new_roid_count | old_roid_count |
|---|---|---|---|---|---|---|---|---|---|
| -2162498661799343237 | 527 | 2.24736 | inf | 5519.6 | 9766.11 | nan | -0.434821 | 5711 | 5323 |
| -5146581664284924254 | 527 | inf | inf | 7076.06 | 10325.1 | nan | -0.314674 | 4905 | 3143 |
| 4281965180796802413 | 9261 | 3.18779 | 0.573638 | 4037.37 | 5274.52 | 4.55714 | -0.234551 | 1406 | 591 |
| -6293294949651930973 | 2029 | 6.5805 | 1.38848 | 35431.5 | 22995.1 | 3.73936 | 0.540827 | 2483 | 1204 |
| -3776001016975145508 | 4659 | 4.33635 | 0.980108 | 11506.1 | 2992.49 | 3.42436 | 2.845 | 7299 | 6116 |
| 2469641715717297819 | 4659 | 4.33635 | 0.980108 | 11506.1 | 2992.49 | 3.42436 | 2.845 | 7299 | 6116 |
| 5177932399303345046 | 9899 | 2.57295 | 0.638286 | 5264.07 | 7335.13 | 3.03103 | -0.282349 | 1619 | 811 |
| 4484133589360821145 | -5533196711371329157 | 4.24983 | 1.13518 | 97.3568 | 356.215 | 2.74375 | -0.726691 | 611 | 5755 |
| 4281965180796802413 | 9899 | 2.37741 | 0.651426 | 5630.31 | 7599.75 | 2.64955 | -0.259145 | 1811 | 1003 |
| 8611629356743080984 | -6851520483243936391 | 4.13467 | 1.15547 | 145.355 | 853.297 | 2.57834 | -0.829655 | 953 | 5762 |
| 8611629356743080984 | -1692682499389316655 | 4.1619 | 1.17222 | 146.811 | 687.428 | 2.55045 | -0.786434 | 944 | 5699 |
| 4484133589360821145 | -8612629535985160731 | 5.13222 | 1.4657 | 112.175 | 360.162 | 2.50154 | -0.688543 | 538 | 5666 |
| 2119715416692563737 | -8612629535985160731 | 5.13222 | 1.46573 | 112.175 | 360.162 | 2.50147 | -0.688543 | 538 | 5666 |
| -2162498661799343237 | 8457 | 4.28718 | 1.22516 | 11735.8 | 1780.23 | 2.49929 | 5.59232 | 3954 | 2376 |
| 4484133589360821145 | 8457 | 4.28718 | 1.22516 | 11735.8 | 1780.23 | 2.49929 | 5.59232 | 3954 | 2376 |
| 8611629356743080984 | -543736610439017036 | 4.16733 | 1.19446 | 146.479 | 700.605 | 2.48888 | -0.790925 | 942 | 5704 |
| -434992428366718724 | 1552371258498160260 | 5.52607 | 1.59225 | 118.612 | 371.401 | 2.4706 | -0.680637 | 512 | 5668 |
| 4281965180796802413 | 10030 | 2.13369 | 0.626492 | 4714.98 | 6397.71 | 2.40577 | -0.263021 | 1284 | 841 |
| -2162498661799343237 | 936 | 7.14941 | 2.15304 | 6171.76 | 13109.7 | 2.32061 | -0.529222 | 1208 | 7617 |
| 8611629356743080984 | -2974582469839138239 | 4.16211 | 1.25356 | 146.834 | 810.274 | 2.32022 | -0.818785 | 944 | 5771 |
| 8611629356743080984 | -1897428036733617130 | 4.16211 | 1.25356 | 146.834 | 810.311 | 2.32022 | -0.818793 | 944 | 5771 |
| 8611629356743080984 | -4622893277367969014 | 4.16211 | 1.25356 | 146.834 | 810.274 | 2.32022 | -0.818785 | 944 | 5771 |
| -3776001016975145508 | 3533 | 7.88973 | 2.46714 | 20473.6 | 7899.44 | 2.19792 | 1.59178 | 8091 | 7568 |
| -6899755675572465411 | 246 | 2.94637 | 0.927061 | 10672 | 8032.65 | 2.17818 | 0.328576 | 1957 | 3969 |
| 2119715416692563737 | -3615894406312521316 | 3.85395 | 1.21716 | 148.773 | 370.159 | 2.16635 | -0.598084 | 831 | 5758 |
| -434992428366718724 | -2316701640470619156 | 4.7607 | 1.51217 | 130.449 | 355.3 | 2.14826 | -0.632847 | 658 | 5736 |
| 2469641715717297819 | 7261959515225550159 | 3.32421 | 1.05781 | 1260.07 | 392.684 | 2.14253 | 2.20886 | 3974 | 4046 |
| 4911047023988898996 | 2121 | 2.82618 | 0.906906 | 42112.8 | 13059.3 | 2.11629 | 2.22473 | 1710 | 1477 |
| 5750867047671580791 | 3094309123841005573 | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 4484133589360821145 | 3094309123841005573 | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 4484133589360821145 | 2158801442449536628 | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 5750867047671580791 | 2158801442449536628 | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 8611629356743080984 | -3148982206069435370 | 4.16496 | 1.34914 | 146.082 | 867.892 | 2.08711 | -0.831682 | 949 | 5761 |
| -2162498661799343237 | 3083 | 8.82277 | 2.85973 | 2616.68 | 9093.43 | 2.08518 | -0.712244 | 646 | 4617 |
| -3776001016975145508 | 9139808401823935150 | 3.17646 | 1.03973 | 286.849 | 542.774 | 2.05508 | -0.471512 | 1045 | 5084 |
| 2469641715717297819 | 9139808401823935150 | 3.17646 | 1.03973 | 286.849 | 542.774 | 2.05508 | -0.471512 | 1045 | 5084 |
| 2469641715717297819 | -7146320621286215096 | 3.72525 | 1.23283 | 353.98 | 603.323 | 2.02172 | -0.413283 | 897 | 5022 |
| -3776001016975145508 | -7146320621286215096 | 3.72525 | 1.23283 | 353.98 | 603.323 | 2.02172 | -0.413283 | 897 | 5022 |
| 4484133589360821145 | -2316701640470619156 | 4.78552 | 1.58997 | 166.022 | 358.436 | 2.00982 | -0.536815 | 780 | 5738 |
| -2162498661799343237 | 359 | 8.95114 | 3.0088 | 15355.3 | 10732.6 | 1.97498 | 0.430714 | 844 | 8209 |
| 4484133589360821145 | 1197 | 3.08714 | 1.04633 | 7679.07 | 10911.6 | 1.95044 | -0.296248 | 1081 | 600 |
| -2162498661799343237 | 1197 | 3.08714 | 1.04633 | 7679.07 | 10911.6 | 1.95044 | -0.296248 | 1081 | 600 |
| -434992428366718724 | -5167770475857091632 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | 8648638605755853649 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -5804826201479272897 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -2376062169520869241 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -2376062169520869241 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -5167770475857091632 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -5244241993508083181 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -5804826201479272897 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | 8648638605755853649 | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 2469641715717297819 | -218275949651467597 | 3.39686 | 1.15553 | 221.355 | 410.349 | 1.93964 | -0.46057 | 1117 | 4906 |
| -3776001016975145508 | -218275949651467597 | 3.39686 | 1.15553 | 221.355 | 410.349 | 1.93964 | -0.46057 | 1117 | 4906 |
| 8611629356743080984 | 7578129148473253785 | 3.8597 | 1.32403 | 323.883 | 353.927 | 1.91511 | -0.0848879 | 957 | 5663 |
| 8611629356743080984 | -1414207905763961762 | 3.8597 | 1.32403 | 323.883 | 353.927 | 1.91511 | -0.0848879 | 957 | 5663 |
| -3776001016975145508 | -1921451032501448557 | 3.45876 | 1.19823 | 914.064 | 479.858 | 1.88655 | 0.904863 | 705 | 4847 |
| 2469641715717297819 | -1921451032501448557 | 3.45876 | 1.19823 | 914.064 | 479.858 | 1.88655 | 0.904863 | 705 | 4847 |
| -3776001016975145508 | -6952577638134067614 | 4.02807 | 1.39644 | 933.41 | 471.059 | 1.88452 | 0.981514 | 603 | 4472 |
| 2469641715717297819 | -6952577638134067614 | 4.02807 | 1.39644 | 933.41 | 471.059 | 1.88452 | 0.981514 | 603 | 4472 |
| 4911047023988898996 | 6117951486337506263 | 2.66469 | 0.925734 | 175.043 | 370.24 | 1.87846 | -0.527219 | 2823 | 4850 |
| -2162498661799343237 | 2807350638538610290 | 2.90405 | 1.01409 | 360.868 | 312.543 | 1.8637 | 0.154617 | 1317 | 5681 |
| -1766392260690175685 | 3752 | 5.36345 | 1.8756 | 23177.8 | 9156.03 | 1.85959 | 1.53142 | 7732 | 3793 |
| -2162498661799343237 | 3197309463706723792 | 3.57684 | 1.25581 | 469.245 | 761.984 | 1.84824 | -0.38418 | 1144 | 5704 |
| 4281965180796802413 | -6952577638134067614 | 4.11504 | 1.47073 | 162.416 | 440.366 | 1.79796 | -0.631179 | 892 | 5537 |
| 8611629356743080984 | -4820926513593666878 | 4.16496 | 1.48909 | 146.082 | 857.111 | 1.79698 | -0.829565 | 949 | 5762 |
| 2469641715717297819 | -7494421924227766976 | 3.22986 | 1.15704 | 323.603 | 341.216 | 1.79148 | -0.0516196 | 1036 | 5058 |
| -3776001016975145508 | -7494421924227766976 | 3.22986 | 1.15704 | 323.603 | 341.216 | 1.79148 | -0.0516196 | 1036 | 5058 |
| 4281965180796802413 | 8373 | 1.74481 | 0.625263 | 5418.88 | 7512.51 | 1.79052 | -0.278686 | 1395 | 931 |
| -7995682717897123039 | 6647 | 5.34313 | 1.91591 | 40381.8 | 3950.06 | 1.78882 | 9.22309 | 8288 | 5126 |
| 4911047023988898996 | -1921451032501448557 | 3.33072 | 1.19688 | 898.19 | 479.71 | 1.78285 | 0.872361 | 526 | 4847 |
| 5750867047671580791 | 8373 | 1.82281 | 0.655638 | 5675.45 | 8074.77 | 1.78021 | -0.297138 | 1326 | 862 |
| -3776001016975145508 | -836335150426181903 | 3.44577 | 1.23985 | 1162.61 | 467.962 | 1.77917 | 1.48441 | 1461 | 5079 |
| 2469641715717297819 | -1098810057456550881 | 3.79019 | 1.36389 | 236.817 | 410.288 | 1.77895 | -0.422803 | 1023 | 4261 |
| -3776001016975145508 | -1098810057456550881 | 3.79019 | 1.36389 | 236.817 | 410.288 | 1.77895 | -0.422803 | 1023 | 4261 |
| 8361580493441765265 | -6952577638134067614 | 4.08556 | 1.47073 | 159.431 | 440.366 | 1.77792 | -0.637957 | 892 | 5537 |
| -2162498661799343237 | 4469775568359057112 | 3.10716 | 1.12646 | 134.579 | 744.42 | 1.75834 | -0.819217 | 990 | 5677 |
| 2469641715717297819 | -836335150426181903 | 3.41597 | 1.23985 | 1162.77 | 467.962 | 1.75514 | 1.48476 | 1458 | 5079 |
| -2162498661799343237 | 1308 | 5.29299 | 1.92207 | 28074.5 | 8344.22 | 1.75379 | 2.36455 | 3331 | 5968 |
| 4911047023988898996 | -4549661144609661073 | 2.0354 | 0.740587 | 619.477 | 318.587 | 1.74837 | 0.94445 | 1382 | 3958 |
| -3776001016975145508 | -8622705167749940743 | 3.84442 | 1.39909 | 246.71 | 541.05 | 1.74781 | -0.544017 | 1031 | 4347 |
| 2469641715717297819 | -8622705167749940743 | 3.84442 | 1.39909 | 246.71 | 541.05 | 1.74781 | -0.544017 | 1031 | 4347 |
| -6486550968171266793 | -8942406926707988997 | 4.0193 | 1.47422 | 2052.93 | 674.673 | 1.7264 | 2.04285 | 1869 | 5007 |
| -6899755675572465411 | 3752 | 5.10272 | 1.87412 | 22497.5 | 9155.65 | 1.72273 | 1.45723 | 8195 | 3793 |
| -3776001016975145508 | 2512 | 5.82049 | 2.15232 | 1269.53 | 8126.67 | 1.70429 | -0.843782 | 839 | 5687 |
| 2469641715717297819 | 2512 | 5.82049 | 2.15232 | 1269.53 | 8126.67 | 1.70429 | -0.843782 | 839 | 5687 |
| -7304296722942665713 | -6459693256712245422 | 3.51129 | 1.30418 | 184.554 | 1546.3 | 1.69234 | -0.880647 | 646 | 1363 |
| -2162498661799343237 | 7112740971720668231 | 3.08604 | 1.14721 | 227.294 | 89.6496 | 1.69005 | 1.53536 | 536 | 1917 |
| -2215537880835804330 | 2649 | 4.38749 | 1.63499 | 14787 | 5583.82 | 1.68349 | 1.64819 | 5828 | 1503 |
| -2215537880835804330 | 2595 | 4.38256 | 1.63967 | 14793.9 | 5577.3 | 1.67284 | 1.65252 | 5840 | 1505 |
| 6437583333460157798 | 9995 | 3.50517 | 1.31154 | 14823.1 | 24663.3 | 1.67257 | -0.398981 | 4110 | 1710 |
| 4484133589360821145 | 8717763333513152914 | 3.34123 | 1.25215 | 288.38 | 757.981 | 1.66839 | -0.619542 | 2646 | 5682 |
| -3776001016975145508 | 2121 | 2.86456 | 1.07636 | 42116.7 | 12133.2 | 1.66135 | 2.47119 | 1679 | 782 |
| 2469641715717297819 | 2121 | 2.86456 | 1.07636 | 42116.7 | 12133.2 | 1.66135 | 2.47119 | 1679 | 782 |
| 8611629356743080984 | -4032066451829351945 | 4.16873 | 1.56908 | 147.68 | 816.514 | 1.6568 | -0.819134 | 946 | 5771 |
| 8611629356743080984 | -2503048820999107425 | 4.16873 | 1.56908 | 147.68 | 816.514 | 1.6568 | -0.819134 | 946 | 5771 |
| 7750147370859442459 | -6459693256712245422 | 3.51129 | 1.32546 | 184.554 | 1543.23 | 1.64912 | -0.88041 | 646 | 1369 |
| -7225588104346557715 | -6459693256712245422 | 3.51129 | 1.32546 | 184.554 | 1543.23 | 1.64912 | -0.88041 | 646 | 1369 |
| -6588387606928155169 | -6459693256712245422 | 3.51129 | 1.32546 | 184.554 | 1543.23 | 1.64912 | -0.88041 | 646 | 1369 |
| -2162498661799343237 | -3923747290197026165 | 3.71139 | 1.40115 | 916.048 | 887.673 | 1.64882 | 0.031965 | 1818 | 5722 |
| -434992428366718724 | -4448885869983192034 | 3.55608 | 1.34962 | 104.032 | 350.32 | 1.63489 | -0.703038 | 658 | 5736 |
… 131,154 more rows truncated
Rate Swings by Network Provider Bill
SQL
WITH
new AS (
SELECT
network_id,
provider_id,
bill_type,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id, provider_id, bill_type
),
old AS (
SELECT
network_id,
provider_id,
bill_type,
AVG(canonical_rate_percent_of_medicare) AS avg_pct_of_medicare_rate,
AVG(canonical_rate) AS avg_canonical_rate,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY network_id, provider_id, bill_type
)
SELECT
network_id,
provider_id,
bill_type,
new.avg_pct_of_medicare_rate AS new_avg_pct_of_medicare_rate,
old.avg_pct_of_medicare_rate AS old_avg_pct_of_medicare_rate,
new.avg_canonical_rate AS new_avg_canonical_rate,
old.avg_canonical_rate AS old_avg_canonical_rate,
(new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0) AS medicare_rate_pct_change,
(new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0) AS canonical_rate_pct_change,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count
FROM new
JOIN old USING (network_id, provider_id, bill_type)
WHERE (
ABS((new.avg_pct_of_medicare_rate - old.avg_pct_of_medicare_rate) / NULLIF(old.avg_pct_of_medicare_rate, 0)) > 0.1
OR ABS((new.avg_canonical_rate - old.avg_canonical_rate) / NULLIF(old.avg_canonical_rate, 0)) > 0.1
) AND (
CASE
WHEN bill_type = 'Inpatient'
THEN new.roid_count > 10 AND old.roid_count > 10
WHEN bill_type = 'Outpatient'
THEN new.roid_count > 500 AND old.roid_count > 500
WHEN bill_type = 'Professional'
THEN new.roid_count > 500 AND old.roid_count > 500
END
)
ORDER BY ABS(medicare_rate_pct_change) DESC
139,436 entities with >10% rate swing
| network_id | provider_id | bill_type | new_avg_pct_of_medicare_rate | old_avg_pct_of_medicare_rate | new_avg_canonical_rate | old_avg_canonical_rate | medicare_rate_pct_change | canonical_rate_pct_change | new_roid_count | old_roid_count |
|---|---|---|---|---|---|---|---|---|---|---|
| 8361580493441765265 | 6539 | Inpatient | 6.22612 | 1.07418 | 156691 | 26990.8 | 4.79617 | 4.80534 | 1711 | 1711 |
| 311448953162816591 | 5017 | Inpatient | 3.09972 | 0.5662 | 53195.8 | 6158.82 | 4.47461 | 7.63733 | 1707 | 150 |
| 4281965180796802413 | 3076 | Inpatient | 4.57094 | 0.851341 | 69219.3 | 13001.2 | 4.36911 | 4.32408 | 1432 | 1708 |
| 1579516467629270577 | 5814 | Inpatient | 6.06167 | 1.19044 | 97789.2 | 20895.6 | 4.09196 | 3.6799 | 563 | 114 |
| 2469641715717297819 | 4659 | Outpatient | 4.81296 | 0.978592 | 11177.7 | 2585.24 | 3.91825 | 3.32368 | 6387 | 5937 |
| -3776001016975145508 | 4659 | Outpatient | 4.81296 | 0.978592 | 11177.7 | 2585.24 | 3.91825 | 3.32368 | 6387 | 5937 |
| -7995682717897123039 | 6593 | Inpatient | 5.5379 | 1.14406 | 130484 | 13606.5 | 3.84056 | 8.58982 | 1687 | 32 |
| 311448953162816591 | 5340 | Inpatient | 3.17113 | 0.659557 | 53231.1 | 5180.44 | 3.80797 | 9.27539 | 1704 | 158 |
| -6293294949651930973 | 2029 | Outpatient | 6.57328 | 1.38848 | 28480.9 | 22995.1 | 3.73415 | 0.238565 | 2204 | 1204 |
| 3267736702885179114 | 365 | Inpatient | 5.54057 | 1.19815 | 77557.9 | 8642.63 | 3.62428 | 7.97387 | 1159 | 27 |
| -7995682717897123039 | 6478 | Inpatient | 5.3758 | 1.23819 | 116956 | 25641.2 | 3.34164 | 3.56126 | 1687 | 216 |
| 4857361656543545479 | 5017 | Inpatient | 4.411 | 1.01884 | 78097 | 10456.1 | 3.32943 | 6.469 | 1693 | 259 |
| 4281965180796802413 | 6521 | Inpatient | 5.18596 | 1.25644 | 112966 | 31397.5 | 3.12749 | 2.59793 | 1708 | 374 |
| 311448953162816591 | 5419 | Inpatient | 1.99749 | 0.501875 | 38505.8 | 4008.29 | 2.98005 | 8.60654 | 1600 | 16 |
| 311448953162816591 | 5343 | Inpatient | 2.80956 | 0.7135 | 55020 | 7305.79 | 2.93772 | 6.53101 | 1697 | 40 |
| -7995682717897123039 | 9099 | Inpatient | 4.47349 | 1.14406 | 104234 | 13606.5 | 2.91018 | 6.66064 | 1700 | 32 |
| -2162498661799343237 | 1308 | Outpatient | 8.02229 | 2.09985 | 15025.6 | 3782.34 | 2.82041 | 2.97256 | 1681 | 4517 |
| 4484133589360821145 | -5533196711371329157 | Professional | 4.24983 | 1.13518 | 97.3568 | 356.215 | 2.74375 | -0.726691 | 611 | 5755 |
| -7995682717897123039 | 6649 | Inpatient | 5.33972 | 1.47667 | 132522 | 22371.5 | 2.61606 | 4.92371 | 1687 | 33 |
| 2569506757851818343 | 5831 | Inpatient | 1.70499 | 0.472084 | 24445.6 | 11626 | 2.61162 | 1.10267 | 796 | 499 |
| 8611629356743080984 | -6851520483243936391 | Professional | 4.13467 | 1.15547 | 145.355 | 853.297 | 2.57834 | -0.829655 | 953 | 5762 |
| 311448953162816591 | 5457 | Inpatient | 4.09074 | 1.14649 | 78428.9 | 39511.7 | 2.56805 | 0.984956 | 1617 | 57 |
| 2569506757851818343 | 5857 | Inpatient | 3.36902 | 0.945606 | 51868.2 | 10791.9 | 2.56281 | 3.80623 | 265 | 66 |
| 4857361656543545479 | 5249 | Inpatient | 3.64389 | 1.02608 | 68250.4 | 13026.9 | 2.55128 | 4.2392 | 1695 | 153 |
| 8611629356743080984 | -1692682499389316655 | Professional | 4.1619 | 1.17222 | 146.811 | 687.428 | 2.55045 | -0.786434 | 944 | 5699 |
| 4484133589360821145 | -8612629535985160731 | Professional | 5.13222 | 1.4657 | 112.175 | 360.162 | 2.50154 | -0.688543 | 538 | 5666 |
| 2119715416692563737 | -8612629535985160731 | Professional | 5.13222 | 1.46573 | 112.175 | 360.162 | 2.50147 | -0.688543 | 538 | 5666 |
| 4484133589360821145 | 8457 | Outpatient | 4.28718 | 1.22516 | 11735.8 | 1780.23 | 2.49929 | 5.59232 | 3954 | 2376 |
| -2162498661799343237 | 8457 | Outpatient | 4.28718 | 1.22516 | 11735.8 | 1780.23 | 2.49929 | 5.59232 | 3954 | 2376 |
| 8611629356743080984 | -543736610439017036 | Professional | 4.16733 | 1.19446 | 146.479 | 700.605 | 2.48888 | -0.790925 | 942 | 5704 |
| -434992428366718724 | 1552371258498160260 | Professional | 5.52607 | 1.59225 | 118.612 | 371.401 | 2.4706 | -0.680637 | 512 | 5668 |
| -7995682717897123039 | 6590 | Inpatient | 4.86408 | 1.40786 | 105488 | 51666.2 | 2.45494 | 1.04171 | 1700 | 201 |
| -137228703119221502 | 5905 | Inpatient | 3.77012 | 1.09528 | 63662.9 | 19918.1 | 2.44215 | 2.19623 | 1461 | 392 |
| -3776001016975145508 | 3533 | Outpatient | 9.70596 | 2.8673 | 21766.1 | 5647.88 | 2.38505 | 2.85386 | 6385 | 5862 |
| 311448953162816591 | 5249 | Inpatient | 1.87894 | 0.560403 | 34473.7 | 6744.09 | 2.35283 | 4.1117 | 1697 | 471 |
| -3948865855513812327 | 1661 | Inpatient | 2.21396 | 0.666733 | 38781.6 | 8238.27 | 2.32061 | 3.70749 | 1686 | 1179 |
| 8611629356743080984 | -1897428036733617130 | Professional | 4.16211 | 1.25356 | 146.834 | 810.311 | 2.32022 | -0.818793 | 944 | 5771 |
| 8611629356743080984 | -4622893277367969014 | Professional | 4.16211 | 1.25356 | 146.834 | 810.274 | 2.32022 | -0.818785 | 944 | 5771 |
| 8611629356743080984 | -2974582469839138239 | Professional | 4.16211 | 1.25356 | 146.834 | 810.274 | 2.32022 | -0.818785 | 944 | 5771 |
| -2162498661799343237 | 359 | Outpatient | 10.996 | 3.31434 | 6401.36 | 5932.72 | 2.3177 | 0.0789928 | 643 | 6499 |
| 5810723572563874815 | 6521 | Inpatient | 5.0333 | 1.5248 | 106255 | 31802.4 | 2.30094 | 2.34109 | 1699 | 256 |
| 8361580493441765265 | 6521 | Inpatient | 5.0333 | 1.5248 | 106255 | 31802.4 | 2.30094 | 2.34109 | 1699 | 256 |
| -2162498661799343237 | 6692 | Inpatient | 5.02909 | 1.54649 | 80645.8 | 24123.1 | 2.25193 | 2.3431 | 33 | 1312 |
| -2162498661799343237 | 936 | Outpatient | 7.18162 | 2.22278 | 6111.85 | 5014.05 | 2.23092 | 0.218944 | 1201 | 5907 |
| -7995682717897123039 | 6408 | Inpatient | 3.74951 | 1.17695 | 72288.1 | 34256.8 | 2.18579 | 1.11018 | 1703 | 59 |
| 2119715416692563737 | -3615894406312521316 | Professional | 3.85395 | 1.21716 | 148.773 | 370.159 | 2.16635 | -0.598084 | 831 | 5758 |
| 1579516467629270577 | 5829 | Inpatient | 3.91684 | 1.23852 | 57057 | 18377.5 | 2.16252 | 2.10471 | 734 | 54 |
| 311448953162816591 | 4990 | Inpatient | 1.81172 | 0.573844 | 29849.8 | 5634.89 | 2.15717 | 4.29732 | 1696 | 588 |
| -434992428366718724 | -2316701640470619156 | Professional | 4.7607 | 1.51217 | 130.449 | 355.3 | 2.14826 | -0.632847 | 658 | 5736 |
| 2469641715717297819 | 7261959515225550159 | Professional | 3.32421 | 1.05781 | 1260.07 | 392.684 | 2.14253 | 2.20886 | 3974 | 4046 |
| 4911047023988898996 | 2121 | Inpatient | 2.82618 | 0.906906 | 42112.8 | 13059.3 | 2.11629 | 2.22473 | 1710 | 1477 |
| -6899755675572465411 | 3752 | Outpatient | 5.83334 | 1.87412 | 23522.9 | 9155.65 | 2.11257 | 1.56922 | 6944 | 3793 |
| -1766392260690175685 | 3752 | Outpatient | 5.83138 | 1.8756 | 23513.1 | 9156.03 | 2.10908 | 1.56804 | 6947 | 3793 |
| 8361580493441765265 | 4564 | Inpatient | 3.34271 | 1.07592 | 51816.6 | 16701.2 | 2.10682 | 2.10257 | 1710 | 1688 |
| 4484133589360821145 | 3094309123841005573 | Professional | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 4484133589360821145 | 2158801442449536628 | Professional | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 5750867047671580791 | 3094309123841005573 | Professional | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 5750867047671580791 | 2158801442449536628 | Professional | 3.52012 | 1.1339 | 78.731 | 298.604 | 2.10444 | -0.736337 | 574 | 5589 |
| 8611629356743080984 | -3148982206069435370 | Professional | 4.16496 | 1.34914 | 146.082 | 867.892 | 2.08711 | -0.831682 | 949 | 5761 |
| 4281965180796802413 | 9713 | Inpatient | 4.53195 | 1.47317 | 73989.2 | 25904.6 | 2.07633 | 1.85621 | 473 | 647 |
| 2469641715717297819 | 9139808401823935150 | Professional | 3.17646 | 1.03973 | 286.849 | 542.774 | 2.05508 | -0.471512 | 1045 | 5084 |
| -3776001016975145508 | 9139808401823935150 | Professional | 3.17646 | 1.03973 | 286.849 | 542.774 | 2.05508 | -0.471512 | 1045 | 5084 |
| 8611629356743080984 | 6367 | Inpatient | 2.51513 | 0.82474 | 88184.8 | 33541.8 | 2.04961 | 1.6291 | 1710 | 1709 |
| 1579516467629270577 | 5849 | Inpatient | 2.55617 | 0.842049 | 36203.4 | 20653.2 | 2.03565 | 0.752921 | 736 | 366 |
| -2162498661799343237 | 2276 | Inpatient | 5.75821 | 1.90479 | 91767.3 | 35833.7 | 2.02302 | 1.56092 | 1463 | 1679 |
| -3776001016975145508 | -7146320621286215096 | Professional | 3.72525 | 1.23283 | 353.98 | 603.323 | 2.02172 | -0.413283 | 897 | 5022 |
| 2469641715717297819 | -7146320621286215096 | Professional | 3.72525 | 1.23283 | 353.98 | 603.323 | 2.02172 | -0.413283 | 897 | 5022 |
| 311448953162816591 | 5383 | Inpatient | 2.29091 | 0.758463 | 45846.3 | 12024.3 | 2.02046 | 2.81279 | 1633 | 1308 |
| 4484133589360821145 | -2316701640470619156 | Professional | 4.78552 | 1.58997 | 166.022 | 358.436 | 2.00982 | -0.536815 | 780 | 5738 |
| -7973680817747944938 | 664 | Outpatient | 2.45649 | 0.817363 | 855.14 | 1322.55 | 2.00539 | -0.353414 | 593 | 512 |
| 707343854139029255 | 664 | Outpatient | 2.45649 | 0.817363 | 855.14 | 1322.55 | 2.00539 | -0.353414 | 593 | 512 |
| -7995682717897123039 | 6504 | Inpatient | 5.82131 | 1.95586 | 141351 | 89552.2 | 1.97634 | 0.578415 | 1601 | 186 |
| 8611629356743080984 | 8689 | Inpatient | 4.23589 | 1.42412 | 64039.9 | 24258.1 | 1.9744 | 1.63993 | 180 | 1630 |
| -2162498661799343237 | 2283 | Inpatient | 3.49375 | 1.17469 | 45684.8 | 11736.9 | 1.9742 | 2.8924 | 16 | 256 |
| -6972129921516377126 | 6366 | Inpatient | 5.59489 | 1.88605 | 89849.7 | 32830.1 | 1.96647 | 1.73681 | 888 | 1282 |
| -2162498661799343237 | 8775 | Outpatient | 8.98445 | 3.03231 | 8072.82 | 6496.27 | 1.96291 | 0.242686 | 714 | 5780 |
| -434992428366718724 | -5167770475857091632 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -5167770475857091632 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | 8648638605755853649 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -5244241993508083181 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -5804826201479272897 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -5804826201479272897 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| 4484133589360821145 | -2376062169520869241 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | -2376062169520869241 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -434992428366718724 | 8648638605755853649 | Professional | 4.24153 | 1.44151 | 119.366 | 352.195 | 1.94243 | -0.661079 | 658 | 5736 |
| -7995682717897123039 | 6512 | Inpatient | 4.82552 | 1.64138 | 98858.9 | 33751.4 | 1.93991 | 1.92904 | 1705 | 65 |
| -3776001016975145508 | -218275949651467597 | Professional | 3.39686 | 1.15553 | 221.355 | 410.349 | 1.93964 | -0.46057 | 1117 | 4906 |
| 2469641715717297819 | -218275949651467597 | Professional | 3.39686 | 1.15553 | 221.355 | 410.349 | 1.93964 | -0.46057 | 1117 | 4906 |
| -2162498661799343237 | 2138 | Inpatient | 5.84156 | 1.99101 | 92072.8 | 35959.2 | 1.93396 | 1.56048 | 1392 | 1679 |
| 4281965180796802413 | 6316 | Inpatient | 3.05079 | 1.03986 | 64668.5 | 24409.5 | 1.93385 | 1.64931 | 1710 | 1710 |
| -2162498661799343237 | 2244 | Inpatient | 5.82559 | 1.99516 | 92054.6 | 36274.2 | 1.91986 | 1.53774 | 1413 | 1679 |
| -2162498661799343237 | 2052 | Inpatient | 5.47149 | 1.87428 | 101385 | 33480.1 | 1.91925 | 2.02823 | 975 | 1662 |
| 8611629356743080984 | 7578129148473253785 | Professional | 3.8597 | 1.32403 | 323.883 | 353.927 | 1.91511 | -0.0848879 | 957 | 5663 |
| 8611629356743080984 | -1414207905763961762 | Professional | 3.8597 | 1.32403 | 323.883 | 353.927 | 1.91511 | -0.0848879 | 957 | 5663 |
| -2162498661799343237 | 4528 | Inpatient | 3.85824 | 1.33444 | 55292.7 | 17540.3 | 1.89127 | 2.15232 | 1294 | 27 |
| 4484133589360821145 | 4528 | Inpatient | 3.85824 | 1.33444 | 55292.7 | 17540.3 | 1.89127 | 2.15232 | 1294 | 27 |
| -3776001016975145508 | -1921451032501448557 | Professional | 3.45876 | 1.19823 | 914.064 | 479.858 | 1.88655 | 0.904863 | 705 | 4847 |
| 2469641715717297819 | -1921451032501448557 | Professional | 3.45876 | 1.19823 | 914.064 | 479.858 | 1.88655 | 0.904863 | 705 | 4847 |
| -3776001016975145508 | -6952577638134067614 | Professional | 4.02807 | 1.39644 | 933.41 | 471.059 | 1.88452 | 0.981514 | 603 | 4472 |
| 2469641715717297819 | -6952577638134067614 | Professional | 4.02807 | 1.39644 | 933.41 | 471.059 | 1.88452 | 0.981514 | 603 | 4472 |
… 139,336 more rows truncated
Large ROID Count Swings (>10%)
ROID Swings by Contract Methodology
SQL
WITH
new AS (
SELECT
canonical_contract_methodology,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_contract_methodology
),
old AS (
SELECT
canonical_contract_methodology,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_contract_methodology
)
SELECT
canonical_contract_methodology,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_contract_methodology)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
1 entities with >10% ROID swing
| canonical_contract_methodology | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| Fee Schedule | 894348313 | 755482966 | 138865347 | 0.18381 |
ROID Swings by Crosswalk Method
SQL
WITH
new AS (
SELECT
canonical_crosswalk_method,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_crosswalk_method
),
old AS (
SELECT
canonical_crosswalk_method,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_crosswalk_method
)
SELECT
canonical_crosswalk_method,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_crosswalk_method)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
3 entities with >10% ROID swing
| canonical_crosswalk_method | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| Crosswalked From RC-FAMILY to HCPCS | 11039492 | 9559867 | 1479625 | 0.154775 |
| Crosswalked From RC-FAMILY to MS-DRG | 1062996 | 941127 | 121869 | 0.129493 |
| Crosswalked From RC-FAMILY to APR-DRG | 1420460 | 1272350 | 148110 | 0.116407 |
ROID Swings by Gross Charge Type
SQL
WITH
new AS (
SELECT
canonical_gross_charge_type,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_gross_charge_type
),
old AS (
SELECT
canonical_gross_charge_type,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_gross_charge_type
)
SELECT
canonical_gross_charge_type,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_gross_charge_type)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
1 entities with >10% ROID swing
| canonical_gross_charge_type | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| mrf_gross_charge_cbsa_median | 26176704 | 30448932 | -4272228 | -0.140308 |
ROID Swings by Health System
SQL
WITH
new AS (
SELECT
provider_type,
health_system_name,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1,2
),
old AS (
SELECT
provider_type,
health_system_name,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1,2
)
SELECT
provider_type,
health_system_name,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (provider_type, health_system_name)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
AND (
new.roid_count > 100000 OR old.roid_count > 100000
)
ORDER BY ABS(roid_count_pct_change) DESC
450 entities with >10% ROID swing
| provider_type | health_system_name | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|---|
| Hospital | Jefferson Health - New Jersey | 374704 | 184816 | 189888 | 1.02744 |
| Physician Group | DCH Health System | 31296 | 121113 | -89817 | -0.741597 |
| Physician Group | Baptist Health South Florida | 104959 | 322262 | -217303 | -0.674305 |
| Physician Group | Advocate Health Care | 42107 | 128899 | -86792 | -0.673333 |
| Physician Group | HCA Far West Division - Sunrise Health | 37616 | 114572 | -76956 | -0.671682 |
| Hospital | ECU Health | 161153 | 488477 | -327324 | -0.670091 |
| Physician Group | Piedmont Augusta | 36139 | 109418 | -73279 | -0.669716 |
| Physician Group | Oswego Health | 42979 | 123665 | -80686 | -0.652456 |
| Physician Group | HCA Central & West Texas Division - St Davids HealthCare | 39216 | 111446 | -72230 | -0.648117 |
| Physician Group | Sutter Health | 125299 | 336306 | -211007 | -0.627426 |
| Physician Group | UMC Health System | 42445 | 113872 | -71427 | -0.627257 |
| Physician Group | Northside Hospital System | 57488 | 149979 | -92491 | -0.616693 |
| Physician Group | BayCare Health System | 150097 | 385434 | -235337 | -0.610577 |
| Physician Group | Providence Health & Services - Southern California | 102465 | 258664 | -156199 | -0.603868 |
| Physician Group | Cape Cod Healthcare | 73033 | 180212 | -107179 | -0.594738 |
| Physician Group | Chesapeake Regional Medical Center | 47392 | 114411 | -67019 | -0.585774 |
| Physician Group | TMC Health | 140585 | 333475 | -192890 | -0.578424 |
| Physician Group | Ascension St Vincents HealthCare | 69564 | 164153 | -94589 | -0.576225 |
| Physician Group | Scripps Health | 204431 | 480689 | -276258 | -0.574713 |
| Physician Group | Jackson Health System | 53705 | 124191 | -70486 | -0.567561 |
| Physician Group | North Mississippi Health Services | 114537 | 263682 | -149145 | -0.565625 |
| Physician Group | Infirmary Health System | 74642 | 171685 | -97043 | -0.565239 |
| Physician Group | Carson Tahoe Health | 48296 | 110983 | -62687 | -0.564834 |
| Physician Group | Hoag Health System | 169849 | 386382 | -216533 | -0.560412 |
| Physician Group | Commonwealth Health | 53653 | 121995 | -68342 | -0.560203 |
| Physician Group | Childrens Health | 46889 | 104328 | -57439 | -0.550562 |
| Physician Group | Saint Clair Memorial Hospital | 70608 | 156548 | -85940 | -0.548969 |
| Physician Group | MemorialCare Health System | 45446 | 100563 | -55117 | -0.548084 |
| Physician Group | Memorial Hermann Health System | 122333 | 269094 | -146761 | -0.545389 |
| Physician Group | Circle Health | 176503 | 388140 | -211637 | -0.545259 |
| Physician Group | Salinas Valley Memorial Healthcare System | 54584 | 119648 | -65064 | -0.543795 |
| Physician Group | University of Florida Health | 80404 | 175837 | -95433 | -0.542736 |
| Physician Group | Penn Medicine Lancaster General Health | 168180 | 364079 | -195899 | -0.538067 |
| Physician Group | Atrium Health Navicent | 53258 | 114961 | -61703 | -0.53673 |
| Physician Group | Yale New Haven Health System | 67628 | 145301 | -77673 | -0.534566 |
| Physician Group | Cayuga Health | 46764 | 100113 | -53349 | -0.532888 |
| Physician Group | Boston Medical Center Corporation | 408487 | 874403 | -465916 | -0.532839 |
| Physician Group | Premier Health | 118497 | 253560 | -135063 | -0.532667 |
| Physician Group | Catholic Health | 684069 | 1458863 | -774794 | -0.531094 |
| Physician Group | Cottage Health | 69212 | 147362 | -78150 | -0.530327 |
| Physician Group | Piedmont Healthcare | 367723 | 782768 | -415045 | -0.530227 |
| Physician Group | OhioHealth | 167128 | 355091 | -187963 | -0.529338 |
| Physician Group | University of California Davis Health | 160557 | 340326 | -179769 | -0.528226 |
| Physician Group | St Lukes Hospital Health System | 49399 | 104547 | -55148 | -0.527495 |
| Physician Group | Wellstar Health System | 63412 | 134075 | -70663 | -0.527041 |
| Physician Group | Texas Health Resources | 60049 | 125930 | -65881 | -0.523156 |
| Physician Group | Banner Health | 217553 | 456013 | -238460 | -0.522924 |
| Physician Group | Huntsville Hospital Health System | 142589 | 297273 | -154684 | -0.520343 |
| Physician Group | Corewell Health West | 100771 | 209988 | -109217 | -0.520111 |
| Physician Group | Grand View Hospital | 100602 | 209182 | -108580 | -0.51907 |
| Hospital | Jefferson Torresdale Hospital | 391062 | 257547 | 133515 | 0.51841 |
| Physician Group | St Bernards Healthcare | 61666 | 126453 | -64787 | -0.512341 |
| Physician Group | HCA South Atlantic Division | 179013 | 367061 | -188048 | -0.512307 |
| Physician Group | Jefferson Health | 173318 | 354986 | -181668 | -0.511761 |
| Physician Group | Great Lakes Health System of Western New York | 70000 | 141654 | -71654 | -0.505838 |
| Physician Group | Prime Healthcare Services | 229240 | 461603 | -232363 | -0.503383 |
| Physician Group | Christ Hospital System | 51370 | 103356 | -51986 | -0.50298 |
| Physician Group | Yuma Regional Medical Center | 52887 | 105813 | -52926 | -0.500184 |
| Physician Group | Heritage Valley Health System | 63729 | 126397 | -62668 | -0.495803 |
| Physician Group | Emanate Health | 54554 | 107980 | -53426 | -0.494777 |
| Physician Group | Sharp HealthCare | 71246 | 140634 | -69388 | -0.493394 |
| Physician Group | Dignity Health | 408706 | 806268 | -397562 | -0.493089 |
| Physician Group | University of Pittsburgh Medical Center | 167100 | 329053 | -161953 | -0.492179 |
| Physician Group | Northeast Georgia Health System | 106305 | 209221 | -102916 | -0.491901 |
| Physician Group | Providence Health & Services - Northern California | 93091 | 182955 | -89864 | -0.491181 |
| Physician Group | Mount Carmel Health System | 78009 | 153306 | -75297 | -0.491155 |
| Physician Group | LECOM Health | 83191 | 161869 | -78678 | -0.48606 |
| Physician Group | Community Health Network | 58483 | 113466 | -54983 | -0.484577 |
| Physician Group | SUNY Upstate Medical University | 215055 | 416604 | -201549 | -0.48379 |
| Physician Group | Franciscan Missionaries of Our Lady Health System | 160574 | 310585 | -150011 | -0.482995 |
| Physician Group | Hunterdon Healthcare System | 65829 | 127077 | -61248 | -0.481975 |
| Physician Group | HCA Mid America Division | 89138 | 171739 | -82601 | -0.480968 |
| Physician Group | St Josephs / Candler | 62106 | 119530 | -57424 | -0.480415 |
| Physician Group | Kaleida Health | 169574 | 323322 | -153748 | -0.475526 |
| Hospital | Jefferson Health - Abington | 249581 | 169209 | 80372 | 0.474987 |
| Physician Group | Trinity Health | 84604 | 161133 | -76529 | -0.474943 |
| Physician Group | Hendrick Health | 100414 | 190222 | -89808 | -0.472122 |
| Physician Group | Lakeland Regional Health System | 55108 | 104321 | -49213 | -0.471746 |
| Physician Group | Cedars-Sinai Health System | 215398 | 405953 | -190555 | -0.469402 |
| Physician Group | Indiana University Health | 134231 | 252739 | -118508 | -0.468895 |
| Physician Group | Atrium Health Floyd | 117957 | 222013 | -104056 | -0.468693 |
| Physician Group | Emerson Hospital Health System | 63986 | 119706 | -55720 | -0.465474 |
| Physician Group | UW Medicine | 67257 | 125491 | -58234 | -0.464049 |
| Physician Group | Memorial Health | 110497 | 205999 | -95502 | -0.463604 |
| Physician Group | Mercy Medical Center | 114903 | 213565 | -98662 | -0.461976 |
| Physician Group | Covenant Health | 159751 | 296892 | -137141 | -0.461922 |
| Physician Group | Lawrence General Hospital System | 85634 | 158860 | -73226 | -0.460947 |
| Physician Group | Bon Secours Health System | 256307 | 474847 | -218540 | -0.460232 |
| Physician Group | Lehigh Valley Health Network | 303794 | 561205 | -257411 | -0.458676 |
| Physician Group | Prisma Health - Midlands | 70343 | 129929 | -59586 | -0.458604 |
| Physician Group | Forrest Health | 71179 | 131092 | -59913 | -0.45703 |
| Physician Group | Deaconess Health System | 265246 | 485629 | -220383 | -0.453809 |
| Physician Group | Singing River Health System | 58843 | 107710 | -48867 | -0.45369 |
| Physician Group | Franciscan Alliance Inc | 86528 | 158143 | -71615 | -0.45285 |
| Physician Group | Arrowhead Regional Medical Center | 64520 | 116787 | -52267 | -0.447541 |
| Physician Group | Mass General Brigham | 419838 | 759248 | -339410 | -0.447034 |
| Physician Group | Penn Highlands Healthcare | 180871 | 327065 | -146194 | -0.446988 |
| Physician Group | St Vincent Health | 197858 | 356986 | -159128 | -0.445754 |
| Physician Group | UNC Health | 91948 | 164877 | -72929 | -0.442324 |
| Physician Group | Duke LifePoint Healthcare | 158689 | 284261 | -125572 | -0.441749 |
… 350 more rows truncated
ROID Swings by Network Source
SQL
WITH
new AS (
SELECT
payer_id,
payer_name,
network_name,
canonical_rate_source,
count(distinct roid) AS n_new
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1,2,3,4
),
old AS (
SELECT
payer_id,
payer_name,
network_name,
canonical_rate_source,
count(distinct roid) AS n_old
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY 1,2,3,4
)
SELECT
payer_id,
payer_name,
network_name,
canonical_rate_source,
n_old,
COALESCE(n_new, 0) as n_new
FROM old
FULL OUTER JOIN new USING (payer_id, payer_name, network_name, canonical_rate_source)
ORDER BY COALESCE(n_new, 0) ASC
LIMIT 10
10 entities with >10% ROID swing
| payer_id | payer_name | network_name | canonical_rate_source | n_old | n_new |
|---|---|---|---|---|---|
| 43 | Blue Cross Blue Shield of Arizona | HMO | payer | 1915594 | 0 |
| 111 | Geisinger | PPO | payer | 2504881 | 0 |
| 42 | Anthem | IN HMO | payer_hospital | 88387 | 0 |
| 111 | Geisinger | PPO | payer_hospital | 163961 | 0 |
| 111 | Geisinger | HMO | payer_hospital | 157271 | 0 |
| 43 | Blue Cross Blue Shield of Arizona | HMO | payer_hospital | 185342 | 0 |
| 770 | Mass General Brigham Health Plan | HMO | hospital | 2195 | 0 |
| 111 | Geisinger | HMO | payer | 2329679 | 0 |
| 779 | PreferredOne | PPO | payer_hospital | 1201 | 0 |
| 42 | Anthem | IN HMO | payer | 1452491 | 0 |
ROID Swings by Payer Network
SQL
WITH
new AS (
SELECT
payer_network_name,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY payer_network_name
),
old AS (
SELECT
payer_network_name,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY payer_network_name
)
SELECT
payer_network_name,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (payer_network_name)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
138 entities with >10% ROID swing
| payer_network_name | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| Health Payment Systems (HPS) HPS Network | 312740 | 21463 | 291277 | 13.5711 |
| Blue Cross Blue Shield of New Jersey (Horizon) OMNIA | 3708361 | 422427 | 3285934 | 7.7787 |
| Blue Cross Blue Shield of Maryland & DC (CareFirst) HMO | 2384080 | 610855 | 1773225 | 2.90286 |
| Regence Blue Cross Blue Shield ID PPO | 434282 | 115073 | 319209 | 2.77397 |
| Blue Cross Blue Shield of Maryland & DC (CareFirst) Preferred Provider Network (PPO) | 3864583 | 1130546 | 2734037 | 2.41833 |
| Kaiser Permanente Kaiser Health Plan Mid Atlantic | 450532 | 139108 | 311424 | 2.23872 |
| Encore Health Network Encore Prime | 353723 | 115865 | 237858 | 2.05289 |
| Ambetter HMO | 10934349 | 4317039 | 6617310 | 1.53284 |
| Blue Cross Blue Shield of New Jersey (Horizon) PPO | 5057718 | 2200014 | 2857704 | 1.29895 |
| Blue Cross Blue Shield of Arizona PPO | 2533890 | 1110375 | 1423515 | 1.28201 |
| SelectHealth Value Network HMO | 397769 | 174409 | 223360 | 1.28067 |
| Sentara Health Plans PPO | 3442917 | 1678894 | 1764023 | 1.05071 |
| Sentara Health Plans HMO | 3444092 | 1680572 | 1763520 | 1.04936 |
| PreferredOne PPO | 6219 | 703997 | -697778 | -0.991166 |
| MetroPlus Health Gold | 2682049 | 1370882 | 1311167 | 0.95644 |
| EmblemHealth GHI / Anthem CBP | 1200369 | 633995 | 566374 | 0.893341 |
| Blue Cross Blue Shield of Arizona HMO | 275712 | 2225272 | -1949560 | -0.8761 |
| Anthem VA HMO | 328360 | 2550770 | -2222410 | -0.87127 |
| UnitedHealthcare Select EPO | 144740320 | 78405289 | 66335031 | 0.846053 |
| SelectHealth Med Network POS | 468971 | 254730 | 214241 | 0.841051 |
| Geisinger HMO | 534510 | 2780495 | -2245985 | -0.807764 |
| Geisinger PPO | 609300 | 2998263 | -2388963 | -0.796782 |
| Sanford Health Plan PPO | 911911 | 514089 | 397822 | 0.773839 |
| Anthem IN HMO | 438867 | 1807747 | -1368880 | -0.75723 |
| Nomi Health | 29927 | 17031 | 12896 | 0.757207 |
| Blue Cross Blue Shield of Tennessee PPO | 3277141 | 1871886 | 1405255 | 0.750716 |
| Anthem GA HMO | 912865 | 522174 | 390691 | 0.748201 |
| Baylor Scott & White Health Plan PPO | 1351386 | 774033 | 577353 | 0.745902 |
| Medica PPO | 13060586 | 7500811 | 5559775 | 0.741223 |
| Sutter Health Plus PPO | 1494489 | 862125 | 632364 | 0.733495 |
| Kaiser Permanente Kaiser Health Plan (HI) | 81606 | 288415 | -206809 | -0.717054 |
| Health Alliance Plan (HAP) HMO | 4724855 | 2840076 | 1884779 | 0.663637 |
| Health Alliance Plan (HAP) PPO | 4916879 | 2965461 | 1951418 | 0.658049 |
| Kaiser Permanente Kaiser Health Plan (CA) | 2743023 | 7644673 | -4901650 | -0.641185 |
| Avera Health Plans Avera Health | 159671 | 99344 | 60327 | 0.607254 |
| Univera Healthcare PPO | 412407 | 1048780 | -636373 | -0.606775 |
| HealthSmart Preferred PPO | 966391 | 604470 | 361921 | 0.598741 |
| Blue Cross Blue Shield of Illinois HMO | 1191916 | 747458 | 444458 | 0.594626 |
| Priority Health HMO | 765676 | 482484 | 283192 | 0.586946 |
| Aetna Open Access Managed Choice | 40114091 | 96670501 | -56556410 | -0.585043 |
| Regence Blue Cross Blue Shield WA PPO | 2262467 | 1427868 | 834599 | 0.584507 |
| Regence Blue Cross Blue Shield OR PPO | 1721025 | 1088598 | 632427 | 0.580956 |
| Kaiser Permanente Kaiser Health Plan Northwest | 594853 | 377015 | 217838 | 0.577797 |
| First Health First Health | 1933134 | 1239677 | 693457 | 0.559385 |
| Aetna DE HMO | 516187 | 333968 | 182219 | 0.545618 |
| Blue Shield of California Group PPO | 14204992 | 9235442 | 4969550 | 0.538096 |
| Blue Shield of California HMO | 12788829 | 8383083 | 4405746 | 0.525552 |
| Blue Cross Blue Shield of Michigan PPO | 3791750 | 2489545 | 1302205 | 0.523069 |
| Aetna EPO | 10684973 | 7035179 | 3649794 | 0.518792 |
| Blue Cross Blue Shield of Michigan HMO | 4782903 | 3183192 | 1599711 | 0.502549 |
| Anthem CA Blue Cross PPO | 8175712 | 5560469 | 2615243 | 0.470328 |
| Cigna ME HMO | 248157 | 468407 | -220250 | -0.470211 |
| Cigna NH HMO | 258575 | 486401 | -227826 | -0.468391 |
| Priority Health PPO | 921834 | 628109 | 293725 | 0.467634 |
| Kaiser Permanente Kaiser Health Plan (GA) | 624540 | 1171468 | -546928 | -0.466874 |
| Anthem CA HMO | 8452809 | 5830185 | 2622624 | 0.449835 |
| Blue Cross Blue Shield of Massachusetts HMO | 1634330 | 1146448 | 487882 | 0.42556 |
| Blue Cross Blue Shield of Massachusetts PPO | 1640425 | 1153993 | 486432 | 0.421521 |
| Cigna NC HMO | 1563850 | 2661636 | -1097786 | -0.412448 |
| Aetna CA HMO | 9280240 | 6676178 | 2604062 | 0.390053 |
| Anthem NV Choice PPO | 849665 | 619546 | 230119 | 0.371432 |
| PEHP (Public Employees Health Program) Preferred Network | 21288 | 15620 | 5668 | 0.362868 |
| Cigna New England HMO | 2030936 | 3127670 | -1096734 | -0.350655 |
| Aetna TX HMO | 6486464 | 4820153 | 1666311 | 0.345697 |
| Aetna National PPO | 124277326 | 92421658 | 31855668 | 0.344678 |
| MVP Health Care HMO | 1659185 | 2531501 | -872316 | -0.344584 |
| Harvard Pilgrim Health Care HMO | 2815392 | 2096727 | 718665 | 0.342756 |
| Harvard Pilgrim Health Care Choicenet PPO | 2822344 | 2110077 | 712267 | 0.337555 |
| Highmark Blue Cross Blue Shield PPO | 1314182 | 987967 | 326215 | 0.330188 |
| MVP Health Care MVP EPO / PPO | 1708372 | 2549602 | -841230 | -0.329946 |
| Anthem CT HMO | 808552 | 608471 | 200081 | 0.328826 |
| Blue Cross of Idaho PPO | 1091671 | 823942 | 267729 | 0.324937 |
| Blue Cross Blue Shield of Illinois PPO Participating Provider Options | 3885275 | 2936310 | 948965 | 0.323183 |
| Moda Health Connexus | 1096238 | 834387 | 261851 | 0.313824 |
| Aetna FL HMO | 6772257 | 5169609 | 1602648 | 0.310013 |
| Anthem EPO | 4289662 | 3278559 | 1011103 | 0.308399 |
| Anthem Blue Access Gated EPO | 4279433 | 3273888 | 1005545 | 0.307141 |
| Cigna AZ HMO | 1357045 | 1943652 | -586607 | -0.301807 |
| Aetna MD HMO | 4128263 | 3176617 | 951646 | 0.299578 |
| Blue Cross Blue Shield of Texas Blue Choice PPO | 9958957 | 7719985 | 2238972 | 0.290023 |
| Aetna NV HMO | 1171618 | 918458 | 253160 | 0.275636 |
| Midlands Choice Midlands Choice | 1426927 | 1121003 | 305924 | 0.272902 |
| Aetna IL HMO | 3767464 | 2963791 | 803673 | 0.271164 |
| Blue Cross Blue Shield of Pennsylvania (Independence) KHPE Commercial HMO/POS | 473417 | 372825 | 100592 | 0.26981 |
| Kaiser Permanente Kaiser Health Plan (CO) | 226244 | 307667 | -81423 | -0.264647 |
| Blue Cross Blue Shield of Hawaii (HMSA) HMO | 564219 | 448189 | 116030 | 0.258886 |
| EmblemHealth DC37 Med-Team | 3479032 | 2765985 | 713047 | 0.257791 |
| Cigna AL HMO | 921248 | 1240118 | -318870 | -0.257129 |
| Blue Cross Blue Shield of Nebraska Networkblue PPO | 1244863 | 991394 | 253469 | 0.255669 |
| UnitedHealthcare Choice Plus | 145716557 | 116997485 | 28719072 | 0.245467 |
| Blue Cross Blue Shield of Texas HMO | 8831738 | 7109282 | 1722456 | 0.242283 |
| Cigna NJ HMO | 1767291 | 2320123 | -552832 | -0.238277 |
| EmblemHealth GHI HMO | 3220873 | 2605429 | 615444 | 0.236216 |
| EmblemHealth HIP Prime POS | 3256174 | 2634172 | 622002 | 0.236128 |
| EmblemHealth HIP HMO | 3249628 | 2632349 | 617279 | 0.234497 |
| Cigna TN HMO | 1168741 | 1522693 | -353952 | -0.232451 |
| UnitedHealthcare HMO | 141309214 | 114711371 | 26597843 | 0.231868 |
| Blue Cross Blue Shield of Hawaii (HMSA) PPO | 622736 | 507296 | 115440 | 0.227559 |
| Blue Cross Blue Shield of North Carolina HMO | 540484 | 440486 | 99998 | 0.227017 |
| Anthem CO Blue Preferred PPO | 1004309 | 1297277 | -292968 | -0.225833 |
… 38 more rows truncated
ROID Swings by Provider Type
SQL
WITH
new AS (
SELECT
provider_type,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY provider_type
),
old AS (
SELECT
provider_type,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY provider_type
)
SELECT
provider_type,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (provider_type)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
1 entities with >10% ROID swing
| provider_type | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| Physician Group | 783576510 | 666271324 | 117305186 | 0.176062 |
ROID Swings by Rate Class
SQL
WITH
new AS (
SELECT
canonical_rate_class,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_class
),
old AS (
SELECT
canonical_rate_class,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_class
)
SELECT
canonical_rate_class,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_rate_class)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
2 entities with >10% ROID swing
| canonical_rate_class | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| Raw | 1033273036 | 896883236 | 136389800 | 0.152071 |
| Transform | 34936052 | 39857636 | -4921584 | -0.123479 |
ROID Swings by Rate Score
SQL
WITH
new AS (
SELECT
canonical_rate_score,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_score
),
old AS (
SELECT
canonical_rate_score,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_score
)
SELECT
canonical_rate_score,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_rate_score)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
2 entities with >10% ROID swing
| canonical_rate_score | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| 2 | 2.23487e+08 | 1.83132e+08 | 4.0355e+07 | 0.22036 |
| 3 | 6.67676e+08 | 5.78182e+08 | 8.94934e+07 | 0.154784 |
ROID Swings by Rate Score By Provider
SQL
WITH
new AS (
SELECT
provider_type,
canonical_rate_score,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY provider_type, canonical_rate_score
),
old AS (
SELECT
provider_type,
canonical_rate_score,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY provider_type, canonical_rate_score
)
SELECT
provider_type,
canonical_rate_score,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (provider_type, canonical_rate_score)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY provider_type, ABS(roid_count_pct_change) DESC
8 entities with >10% ROID swing
| provider_type | canonical_rate_score | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|---|
| ASC | 3 | 921949 | 815612 | 106337 | 0.130377 |
| Hospital | 2 | 19420891 | 22204998 | -2784107 | -0.125382 |
| Imaging Center | 3 | 25 | 171 | -146 | -0.853801 |
| Imaging Center | 2 | 16 | 58 | -42 | -0.724138 |
| Laboratory | 3 | 5164662 | 4680385 | 484277 | 0.103469 |
| Physician Group | 4 | 12955836 | 8019650 | 4936186 | 0.615511 |
| Physician Group | 2 | 188311543 | 158538986 | 29772557 | 0.187793 |
| Physician Group | 3 | 580426923 | 497663834 | 82763089 | 0.166303 |
ROID Swings by Rate Source
SQL
WITH
new AS (
SELECT
canonical_rate_source,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_source
),
old AS (
SELECT
canonical_rate_source,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY canonical_rate_source
)
SELECT
canonical_rate_source,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (canonical_rate_source)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
1 entities with >10% ROID swing
| canonical_rate_source | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| payer | 943807507 | 816358002 | 127449505 | 0.15612 |
ROID Swings by Service Line
SQL
WITH
new AS (
SELECT
service_line,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY service_line
),
old AS (
SELECT
service_line,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY service_line
)
SELECT
service_line,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (service_line)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
17 entities with >10% ROID swing
| service_line | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| DME and Supplies | 16808468 | 3023976 | 13784492 | 4.5584 |
| Diabetes | 1102697 | 453115 | 649582 | 1.43359 |
| Consultative and Preventative Care | 49055566 | 28015137 | 21040429 | 0.751038 |
| Transplant | 119479 | 424893 | -305414 | -0.718802 |
| Emergency | 1923916 | 1248346 | 675570 | 0.541172 |
| Lab/Path | 104027535 | 73290129 | 30737406 | 0.419394 |
| Infectious Disease | 64715050 | 48113604 | 16601446 | 0.345047 |
| Behavioral Health | 18162534 | 13606135 | 4556399 | 0.334878 |
| Rehab | 16838298 | 12992251 | 3846047 | 0.296026 |
| Anesthesia | 31229702 | 43751368 | -12521666 | -0.286201 |
| Radiology | 196224072 | 161191315 | 35032757 | 0.217337 |
| MSK | 88945060 | 112868181 | -23923121 | -0.211956 |
| Hematology | 2827181 | 3545931 | -718750 | -0.202697 |
| Cardiovascular | 46674886 | 57711486 | -11036600 | -0.191237 |
| Oncology | 21575207 | 18123790 | 3451417 | 0.190436 |
| Reproductive | 14453928 | 16458716 | -2004788 | -0.121807 |
| Gastrointestinal | 40804002 | 45425306 | -4621304 | -0.101734 |
ROID Swings by State
SQL
WITH
new AS (
SELECT
state,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_3.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY state
),
old AS (
SELECT
state,
COUNT(DISTINCT roid) AS roid_count
FROM tq_dev.internal_dev_csong_cld_v2_4_2.prod_combined_abridged
WHERE canonical_rate_score > 1
AND network_type != 'NARROW'
AND network_class = 'Commercial'
GROUP BY state
)
SELECT
state,
new.roid_count AS new_roid_count,
old.roid_count AS old_roid_count,
(new.roid_count - old.roid_count) AS roid_count_change,
(new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0) AS roid_count_pct_change
FROM new
JOIN old USING (state)
WHERE ABS((new.roid_count - old.roid_count) * 1.0 / NULLIF(old.roid_count, 0)) > 0.1
ORDER BY ABS(roid_count_pct_change) DESC
24 entities with >10% ROID swing
| state | new_roid_count | old_roid_count | roid_count_change | roid_count_pct_change |
|---|---|---|---|---|
| MI | 46885900 | 30004389 | 16881511 | 0.562635 |
| DC | 12166188 | 7989344 | 4176844 | 0.522802 |
| NJ | 41803877 | 27992823 | 13811054 | 0.493378 |
| DE | 4098395 | 2768115 | 1330280 | 0.480573 |
| CA | 146219471 | 106586723 | 39632748 | 0.371836 |
| NH | 4446295 | 5738174 | -1291879 | -0.225138 |
| TX | 105860963 | 86642463 | 19218500 | 0.221814 |
| OK | 16893875 | 13902104 | 2991771 | 0.215203 |
| ID | 7604758 | 6287757 | 1317001 | 0.209455 |
| NE | 10336481 | 8622872 | 1713609 | 0.198728 |
| NY | 100708916 | 84099989 | 16608927 | 0.19749 |
| ME | 4286601 | 5261053 | -974452 | -0.18522 |
| IL | 39663383 | 33662944 | 6000439 | 0.178251 |
| RI | 3573868 | 3103478 | 470390 | 0.151569 |
| LA | 23591782 | 20762891 | 2828891 | 0.136247 |
| NV | 9509452 | 8403219 | 1106233 | 0.131644 |
| KY | 15364538 | 13658468 | 1706070 | 0.124909 |
| WV | 5653878 | 5043904 | 609974 | 0.120933 |
| TN | 22443036 | 20179663 | 2263373 | 0.112161 |
| CT | 9644511 | 8688979 | 955532 | 0.109971 |
| CO | 12768955 | 14326405 | -1557450 | -0.108712 |
| FL | 67070113 | 60502515 | 6567598 | 0.108551 |
| IN | 18641017 | 20808652 | -2167635 | -0.10417 |
| MO | 25486868 | 23138578 | 2348290 | 0.101488 |