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 $747,727,000 to $1,739,531,991 (+133.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +11.0% (1364 comparable advisers, 96.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $1B to $5B (1,364)96% percentile5.2 robust deviationsconfidence 0.85
- private-client 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
- 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
- HNW share of RAUM moved from 75.0% to 22.0% between the annual amendments of 2025-03-28 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 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
- discretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- discretionary share of RAUM moved from 0.0% to 100.0% between the annual amendments of 2025-03-28 and 2026-03-31filing Mar 31, 2026peers: asset managers, $500M to $1B (784)confidence 0.85
- discretionary share of RAUM moved from 29.0% to 92.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: asset managers, $20B and over (512)confidence 0.85
- K•••••• F•••••••• A••••••• S•••••••independent RIARAUM $1.5Bdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 0.0% to 62.0% between the annual amendments of 2025-04-01 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,363)confidence 0.85
- accounts (Item 5.F.2.f) moved from 1,692.0 to 3,820.0 (+126.0%) between the annual amendments of 2025-04-17 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% percentile13.7 robust deviationsconfidence 0.85
- discretionary share of RAUM moved from 100.0% to 60.0% between the annual amendments of 2025-03-27 and 2026-03-31filing Mar 31, 2026peers: other advisers, $1B to $5B (248)confidence 0.85
- discretionary share of RAUM of 0% against a peer median of 99% (1481 comparable advisers, 0.0th percentile, 33.5 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)0.0% percentile33.5 robust deviationsconfidence 0.8
- L•••• C•••••• P••••••• ••••••••• L••asset managerRAUM $1.6Bdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 83.0% to 41.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: asset managers, $1B to $5B (1,506)confidence 0.85
- discretionary share of RAUM moved from 26.0% to 100.0% between the annual amendments of 2025-02-28 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 533.0 to 3,942.0 (+640.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +3.0% (110 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $20B and over (110)99% percentile47.2 robust deviationsconfidence 0.85
- individual and HNW clients (Item 5.D) moved from 4,835.0 to 10,423.0 (+116.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +6.0% (224 comparable advisers, 97.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $5B to $20B (224)97% percentile9.5 robust deviationsconfidence 0.85
- discretionary share of RAUM moved from 0.0% to 100.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: asset managers, $500M to $1B (784)confidence 0.85
- private-client 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
- B••• D•••••• C•••••• I••••••••• A•••••••independent RIARAUM $301Mlow discretionary shareStatic outlierdiscretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- individual and HNW clients (Item 5.D) moved from 109.0 to 1,516.0 (+1291.0%) between the annual amendments of 2025-03-14 and 2026-03-31; the peer median change was +3.0% (3308 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,308)100% percentile151.5 robust deviationsconfidence 0.85
- T•• I••••••••• A•••••••• L••independent RIARAUM $167Mdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 10.0% to 81.0% between the annual amendments of 2025-03-03 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- RAUM (Item 5.F) moved from $104,721,000 to $428,833,000 (+310.0%) between the annual amendments of 2025-03-28 and 2026-03-31; the peer median change was +4.0% (1140 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $100M to $500M (1,140)100% percentile12.8 robust deviationsconfidence 0.85
- discretionary share of RAUM moved from 70.0% to 25.0% 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
- private clients per advisor of 449.3 against a peer median of 64.7 (1153 comparable advisers, 98.0th percentile, 9.4 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,153)98% percentile9.4 robust deviationsconfidence 0.8
- discretionary share of RAUM moved from 0.0% to 100.0% between the annual amendments of 2025-04-25 and 2026-03-31filing Mar 31, 2026peers: other advisers, $1B to $5B (248)confidence 0.85
- employees (Item 5.A) moved from 30.0 to 71.0 (+137.0%) between the annual amendments of 2025-03-29 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% percentile12.0 robust deviationsconfidence 0.85
- discretionary share of RAUM of 0% against a peer median of 99% (1481 comparable advisers, 0.0th percentile, 33.5 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $500M to $1B (1,481)0.0% percentile33.5 robust deviationsconfidence 0.8
- RAUM (Item 5.F) moved from $76,703,095 to $176,989,567 (+131.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)99% percentile11.3 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $413,344,561 to $1,497,133,263 (+262.0%) between the annual amendments of 2025-03-31 and 2026-03-31; the peer median change was +17.0% (1298 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,298)99% percentile25.3 robust deviationsconfidence 0.85
- private funds per $1B of RAUM of 176.7 against a peer median of 19.6 (88 comparable advisers, 99.0th percentile, 11.3 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (88)99% percentile11.3 robust deviationsconfidence 0.7
- C••••••• D••••••••• L••asset managerRAUM $667Mmany private funds relative to firm sizeStatic outlierprivate funds per $1B of RAUM of 96.0 against a peer median of 8.9 (460 comparable advisers, 99.0th percentile, 14.7 robust deviations)filing Mar 31, 2026peers: asset managers, $500M to $1B (460)99% percentile14.7 robust deviationsconfidence 0.8
- T•• I••••••••• A•••••••• L••independent RIARAUM $167Minstitutional asset share shiftChange between filingsinstitutional share of RAUM moved from 88.0% to 7.0% between the annual amendments of 2025-03-03 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- M••••• C•••••• M••••••••• C••asset managerRAUM $90.7Mdiscretionary share shiftChange between filingsdiscretionary share of RAUM moved from 17.0% to 96.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: asset managers, under $100M (329)confidence 0.85
- discretionary share of RAUM moved from 0.0% to 100.0% between the annual amendments of 2025-03-31 and 2026-03-31filing Mar 31, 2026peers: asset managers, $100M to $500M (1,568)confidence 0.85
- discretionary share of RAUM of 0% against a peer median of 100% (1568 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: asset managers, $100M to $500M (1,568)0.0% percentile33.7 robust deviationsconfidence 0.8
- discretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- accounts (Item 5.F.2.f) moved from 1,381.0 to 8,933.0 (+547.0%) between the annual amendments of 2025-03-10 and 2026-03-31; the peer median change was +5.0% (3683 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,683)100% percentile61.3 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 0.0% to 93.0% between the annual amendments of 2025-03-30 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- HNW share of RAUM moved from 15.0% to 58.0% between the annual amendments of 2025-03-25 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (1,363)confidence 0.85
- private funds (Schedule D 7.B.1) moved from 3.0 to 6.0 (+100.0%) between the annual amendments of 2025-04-25 and 2026-03-31; the peer median change was 0.0% (1019 comparable advisers, 98.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $1B to $5B (1,019)98% percentile15.5 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $143,588,939 to $287,305,351 (+100.0%) between the annual amendments of 2025-03-27 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)99% percentile8.3 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $149,267,418 to $311,863,610 (+109.0%) between the annual amendments of 2025-03-29 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)99% percentile9.2 robust deviationsconfidence 0.85
- RAUM (Item 5.F) moved from $147,069,600 to $338,130,932 (+130.0%) between the annual amendments of 2025-02-04 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 99.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)99% percentile11.2 robust deviationsconfidence 0.85
- HNW share of RAUM moved from 98.0% to 62.0% between the annual amendments of 2025-04-01 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- RAUM (Item 5.F) moved from $136,422,525 to $473,645,985 (+247.0%) between the annual amendments of 2025-03-14 and 2026-03-31; the peer median change was +15.0% (4546 comparable advisers, 100.0th percentile of changes)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (4,546)100% percentile22.7 robust deviationsconfidence 0.85
- discretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- discretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- institutional share of RAUM of 63% against a peer median of 0% (5683 comparable advisers, 99.0th percentile, 21.0 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)99% percentile21.0 robust deviationsconfidence 0.8
- institutional share of RAUM of 77% against a peer median of 0% (5683 comparable advisers, 100.0th percentile, 25.9 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)100% percentile25.9 robust deviationsconfidence 0.8
- private-client share of RAUM moved from 0.0% to 100.0% between the annual amendments of 2025-03-30 and 2026-03-31filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)confidence 0.85
- private clients per advisor of 357.3 against a peer median of 57.3 (3084 comparable advisers, 99.0th percentile, 8.5 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,084)99% percentile8.5 robust deviationsconfidence 0.8
- RAUM (Item 5.F) moved from $17,660,213,923 to $35,527,062,904 (+101.0%) between the annual amendments of 2025-04-04 and 2026-03-31; the peer median change was +15.0% (470 comparable advisers, 97.0th percentile of changes)filing Mar 31, 2026peers: asset managers, $20B and over (470)97% percentile5.5 robust deviationsconfidence 0.85
- M•• F•••••••• S•••••••• L••independent RIARAUM $361Munusually high clients per advisorStatic outlierprivate clients per advisor of 428.0 against a peer median of 57.3 (3084 comparable advisers, 100.0th percentile, 10.6 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (3,084)100% percentile10.6 robust deviationsconfidence 0.8
- institutional share of RAUM moved from 0.0% to 49.0% 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
- discretionary share of RAUM of 0% against a peer median of 100% (5683 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $100M to $500M (5,683)0.0% percentile33.7 robust deviationsconfidence 0.8
- W••••••• A••••••• L••independent RIARAUM $2.7Bmany private funds relative to firm sizeStatic outlierprivate funds per $1B of RAUM of 24.7 against a peer median of 2.9 (93 comparable advisers, 99.0th percentile, 11.1 robust deviations)filing Mar 31, 2026peers: independent wealth managers, $1B to $5B (93)99% percentile11.1 robust deviationsconfidence 0.7
- institutional share of RAUM of 33% against a peer median of 0% (1568 comparable advisers, 100.0th percentile, 11.1 robust deviations)filing Mar 31, 2026peers: asset managers, $100M to $500M (1,568)100% percentile11.1 robust deviationsconfidence 0.8
- E••• F•••• C•••••• M••••••••• L••asset managerRAUM $451Minstitutional asset share shiftChange between filingsinstitutional share of RAUM moved from 0.0% to 76.0% between the annual amendments of 2025-03-28 and 2026-03-31filing Mar 31, 2026peers: asset managers, $100M to $500M (1,568)confidence 0.85
- discretionary share of RAUM of 0% against a peer median of 100% (212 comparable advisers, 0.0th percentile, 33.7 robust deviations)filing Mar 31, 2026peers: other advisers, $100M to $500M (212)0.0% percentile33.7 robust deviationsconfidence 0.8
- employees (Item 5.A) moved from 11.0 to 140.0 (+1173.0%) between the annual amendments of 2025-03-28 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% percentile102.8 robust deviationsconfidence 0.85
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