DFX Intelligence
ADV anomalies
What stands out against comparable advisersHow anomalies are flaggedEach row is a reported value or a change between two filings that a person should look at, with the peer group it was compared against (segment by RAUM band, at least thirty advisers), the peer median, the percentile, and the filing it was read from.Static outliers sit at or beyond the 2nd or 98th percentile and three robust deviations from the peer median; changes clear a base-size threshold and sit in the top or bottom decile of changes among peers, so a market year does not flag every adviser.None of this is a conclusion about a firm; it is where to look.
Data quality rows (values that are likely filing errors) are kept apart and hidden unless asked for.
8,320 anomalies
- RAUM (Item 5.F) moved from $10,854,500,210 to $23,316,188,625 (+115.0%) between the annual amendments of 2025-02-04 and 2026-03-31; the peer median change was +15.0% (470 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $20B and over (470)98% percentile6.4 robust deviationsconfidence 0.85
- institutional share of RAUM moved from 51.0% to 5.0% between the annual amendments of 2025-02-21 and 2026-03-31filing Mar 31, 2026peers: other advisers, under $100M (660)confidence 0.85
- accounts (Item 5.F.2.f) moved from 305.0 to 945.0 (+210.0%) between the annual amendments of 2025-04-28 and 2026-03-31; the peer median change was +6.0% (1206 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,206)98% percentile24.1 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 2.0% to 62.0% between the annual amendments of 2025-03-27 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- accounts (Item 5.F.2.f) moved from 1,203.0 to 4,037.0 (+236.0%) between the annual amendments of 2025-04-02 and 2026-03-31; the peer median change was +6.0% (1206 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,206)99% percentile27.2 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $556,524,863 to $1,412,859,014 (+154.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +11.0% (1364 comparable advisers, 97.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $1B to $5B (1,364)97% percentile6.1 robust deviationsconfidence 0.85
- C••••• C•••• • L••• I••••••••• M••••••••• L••otherRAUM $86Bprivate fund count surgeChange between filingsprivate funds (Schedule D 7.B.1) moved from 4.0 to 9.0 (+125.0%) between the annual amendments of 2025-03-27 and 2026-03-31; the peer median change was +2.0% (69 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: other advisers, $20B and over (69)99% percentile9.8 robust deviationsconfidence 0.85
- H••••• P•••••• • P•••••••• L••asset managerRAUM $799Mdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 3.0% to 99.0% between the annual amendments of 2025-04-03 and 2026-03-31filing Mar 31, 2026peers: asset managers, $500M to $1B (784)confidence 0.85
- accounts (Item 5.F.2.f) moved from 2,539.0 to 8,264.0 (+225.0%) between the annual amendments of 2025-04-25 and 2026-03-31; the peer median change was +7.0% (76 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $20B and over (76)99% percentile17.0 robust deviationsconfidence 0.85
- B•••••••• • B•••••••• F•••••••• A••••••• I•••independent RIARAUM $423Maccount count surgeChange between filingsaccounts (Item 5.F.2.f) moved from 727.0 to 1,619.0 (+123.0%) between the annual amendments of 2025-04-01 and 2026-03-31; the peer median change was +5.0% (3683 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,683)98% percentile13.4 robust deviationsconfidence 0.85
- accounts (Item 5.F.2.f) moved from 465.0 to 1,246.0 (+168.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +2.0% (132 comparable advisers, 95.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, under $100M (132)95% percentile8.7 robust deviationsconfidence 0.85
- employees (Item 5.A) moved from 12.0 to 25.0 (+108.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was 0.0% (1105 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $1B to $5B (1,105)100% percentile9.5 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 6.0% to 42.0% between the annual amendments of 2025-03-27 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)confidence 0.85
- employees (Item 5.A) moved from 58.0 to 121.0 (+109.0%) between the annual amendments of 2025-04-04 and 2026-03-31; the peer median change was +3.0% (461 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $20B and over (461)99% percentile10.7 robust deviationsconfidence 0.85
- individual and HNW clients (Item 5.D) moved from 5,829.0 to 68,370.0 (+1073.0%) between the annual amendments of 2025-02-26 and 2026-03-31; the peer median change was 0.0% (117 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, under $100M (117)99% percentile95.5 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 38.0% to 83.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,363)confidence 0.85
- RAUM (Item 5.F) moved from $330,000,000 to $1,450,270,834 (+339.0%) between the annual amendments of 2025-04-01 and 2026-03-31; the peer median change was +17.0% (1298 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,298)100% percentile33.2 robust deviationsconfidence 0.85
- advisory representatives (Item 5.B.3) moved from 6.0 to 14.0 (+133.0%) between the annual amendments of 2025-02-07 and 2026-03-31; the peer median change was 0.0% (792 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (792)100% percentile10.8 robust deviationsconfidence 0.85
- advisory representatives (Item 5.B.3) moved from 52.0 to 133.0 (+156.0%) between the annual amendments of 2025-04-08 and 2026-03-31; the peer median change was +6.0% (220 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $5B to $20B (220)100% percentile12.4 robust deviationsconfidence 0.85
- accounts (Item 5.F.2.f) moved from 279.0 to 662.0 (+137.0%) between the annual amendments of 2025-03-29 and 2026-03-31; the peer median change was +5.0% (3683 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,683)99% percentile15.0 robust deviationsconfidence 0.85
- advisory representatives (Item 5.B.3) moved from 5.0 to 10.0 (+100.0%) between the annual amendments of 2025-04-17 and 2026-03-31; the peer median change was 0.0% (965 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (965)100% percentile6.1 robust deviationsconfidence 0.85
- individual and HNW clients (Item 5.D) moved from 1,388.0 to 2,815.0 (+103.0%) between the annual amendments of 2025-04-04 and 2026-03-31; the peer median change was +5.0% (1132 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,132)98% percentile13.6 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $1,295,318,161 to $5,001,044,474 (+286.0%) between the annual amendments of 2025-04-08 and 2026-03-31; the peer median change was +18.0% (271 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $5B to $20B (271)100% percentile17.8 robust deviationsconfidence 0.85
- individual and HNW clients (Item 5.D) moved from 630.0 to 1,284.0 (+104.0%) between the annual amendments of 2025-03-26 and 2026-03-31; the peer median change was +3.0% (3308 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,308)99% percentile11.8 robust deviationsconfidence 0.85
- R•••••••• I••••••••• M•••••••••independent RIARAUM $534Mdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 100.0% to 64.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)confidence 0.85
- advisory representatives (Item 5.B.3) moved from 5.0 to 0.0 (-100.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was -4.0% (31 comparable advisers, 0.0th percentile of changes); IAPD lists 0 advisers registered here todayfiling Mar 31, 2026peers: other advisers, $20B and over (31)0.0% percentile5.5 robust deviationsconfidence 0.85
- N••••••• R••• E••••• I••••••••• M••••••••• L••asset managerRAUM $690MRAUM up 50 %Change between filingsRAUM (Item 5.F) moved from $225,804,456 to $690,133,395 (+206.0%) between the annual amendments of 2025-03-28 and 2026-03-31; the peer median change was +8.0% (671 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $500M to $1B (671)98% percentile8.3 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $128,971,606 to $766,045,400 (+494.0%) between the annual amendments of 2025-03-26 and 2026-03-31; the peer median change was +8.0% (671 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $500M to $1B (671)100% percentile20.4 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $421,041,365 to $927,071,889 (+120.0%) between the annual amendments of 2025-03-27 and 2026-03-31; the peer median change was +16.0% (1382 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,382)99% percentile11.1 robust deviationsconfidence 0.85
- discretionary share of RAUM moved from 93.0% to 68.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $20B and over (84)confidence 0.85
- S••••••••• A•••• M••••••••• G•••• L••independent RIARAUM $28Bdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 64.0% to 84.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $20B and over (84)confidence 0.85
- discretionary share of RAUM moved from 76.0% to 95.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $5B to $20B (289)confidence 0.85
- discretionary share of RAUM moved from 51.0% to 68.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: other advisers, $500M to $1B (95)confidence 0.85
- RAUM per registered advisor of $165,900,684 against a peer median of $55,746,441 (3262 comparable advisers, 100.0th percentile, 3.8 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,262)100% percentile3.8 robust deviationsconfidence 0.8
- HNW share of RAUM moved from 81.0% to 62.0% between the annual amendments of 2025-03-14 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- discretionary share of RAUM moved from 100.0% to 77.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: other advisers, $1B to $5B (248)confidence 0.85
- HNW share of RAUM moved from 85.0% to 70.0% between the annual amendments of 2025-03-06 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- RAUM (Item 5.F) moved from $534,204,368 to $758,399,399 (+42.0%) between the annual amendments of 2025-03-28 and 2026-03-31; the peer median change was +16.0% (1382 comparable advisers, 91.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,382)91% percentile2.7 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $2,002,678,000 to $2,894,516,636 (+45.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +17.0% (1298 comparable advisers, 91.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,298)91% percentile2.8 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $179,426,000 to $268,357,000 (+50.0%) between the annual amendments of 2025-03-18 and 2026-03-31; the peer median change was +4.0% (1140 comparable advisers, 91.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $100M to $500M (1,140)91% percentile1.9 robust deviationsconfidence 0.85
- private-client share of RAUM moved from 89.0% to 65.0% between the annual amendments of 2025-03-13 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- private-client share of RAUM moved from 94.0% to 76.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- discretionary share of RAUM moved from 90.0% to 71.0% between the annual amendments of 2025-03-24 and 2026-03-31filing Mar 31, 2026peers: affiliated wealth managers, $5B to $20B (53)confidence 0.85
- private-client share of RAUM moved from 51.0% to 67.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,363)confidence 0.85
- HNW share of RAUM moved from 56.0% to 38.0% between the annual amendments of 2025-01-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, under $100M (707)confidence 0.85
- B•••••••• F•••••••• A••••••• G••••• L••independent RIARAUM $333Mdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 85.0% to 100.0% between the annual amendments of 2025-03-24 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- RAUM (Item 5.F) moved from $1,239,087,574 to $1,810,752,988 (+46.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +17.0% (1298 comparable advisers, 92.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,298)92% percentile3.0 robust deviationsconfidence 0.85
- private-client share of RAUM moved from 19.0% to 38.0% between the annual amendments of 2025-04-01 and 2026-03-31filing Mar 31, 2026peers: wirehouses and national broker-dealer RIAs (17)confidence 0.85
- S••••• L••• C••••••• L••independent RIARAUM $1.3Binstitutional asset share shiftChange between filingsinstitutional share of RAUM moved from 29.0% to 50.0% between the annual amendments of 2025-03-27 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,363)confidence 0.85
- T•••••••• P•••••••• L••independent RIARAUM $569Minstitutional asset share shiftChange between filingsinstitutional share of RAUM moved from 39.0% to 19.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)confidence 0.85
- RAUM (Item 5.F) moved from $729,144,064 to $526,360,108 (-28.0%) between the annual amendments of 2025-03-25 and 2026-03-31; the peer median change was +8.0% (671 comparable advisers, 7.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $500M to $1B (671)6.7% percentile1.5 robust deviationsconfidence 0.85
- B••••••••• F•••••••• G••••• L••independent RIARAUM $659Minstitutional asset share shiftChange between filingsinstitutional share of RAUM moved from 7.0% to 25.0% between the annual amendments of 2025-04-30 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)confidence 0.85
- advisory representatives (Item 5.B.3) moved from 6.0 to 4.0 (-33.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was 0.0% (4 comparable advisers, 0.0th percentile of changes); IAPD lists 3 advisers registered here todayfiling Mar 31, 2026peers: asset managers, under $100M (4)0.0% percentileconfidence 0.85
- L•••••• F•••••••• I••••••••• C•••••••••asset managerRAUM $102Bemployee count dropChange between filingsemployees (Item 5.A) moved from 123.0 to 86.0 (-30.0%) between the annual amendments of 2025-03-25 and 2026-03-31; the peer median change was +3.0% (461 comparable advisers, 2.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $20B and over (461)2.4% percentile3.3 robust deviationsconfidence 0.85
- private-client share of RAUM moved from 34.0% to 15.0% between the annual amendments of 2025-03-26 and 2026-03-31filing Mar 31, 2026peers: other advisers, $100M to $500M (212)confidence 0.85
- RAUM (Item 5.F) moved from $536,979,841 to $294,443,559 (-45.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +4.0% (1140 comparable advisers, 4.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $100M to $500M (1,140)4.3% percentile2.1 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 81.0% to 56.0% between the annual amendments of 2025-03-29 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- private-client share of RAUM moved from 51.0% to 30.0% between the annual amendments of 2025-03-27 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- RAUM (Item 5.F) moved from $125,956,168 to $175,860,431 (+40.0%) between the annual amendments of 2025-03-22 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 92.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)92% percentile2.4 robust deviationsconfidence 0.85
- private-client share of RAUM moved from 76.0% to 51.0% between the annual amendments of 2025-04-30 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
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