Multi-Source Reconciliation

FundVista never overwrites data — it stores what each source reported and computes truth at query time. When independent public sources disagree on the same number, we don't pick one silently: we show them all and a reliability-weighted consensus, with confidence.

Numbers where sources disagree

Ticker	Metric	Sources	Consensus	Confidence	Low	High	Spread
U	eps estimate	2	-0.0037499999999999964	major discrepancy	-0.0875	0.08	4466.7%
PRPL	eps estimate	2	0.14995000000000003	major discrepancy	-1.7001	2.0	2467.6%
AIOT	eps estimate	2	0.001850000000000001	major discrepancy	-0.0163	0.02	1962.2%
BDN	eps estimate	2	-0.020899999999999988	major discrepancy	-0.1818	0.14	1539.7%
COIN	eps estimate	2	0.01745	major discrepancy	-0.1151	0.15	1519.2%
DDD	eps	2	0.03	major discrepancy	-0.13	0.19	1066.7%
ALAB	revenue growth pct	2	-11.419999999999996	major discrepancy	-63.83	93.4	1063.4%
ILPT	eps estimate	2	0.0529	major discrepancy	-0.2142	0.32	1009.8%
NXRT	eps estimate	2	0.1129	major discrepancy	-0.3842	0.61	880.6%
MRLN	eps	2	0.6199999999999999	major discrepancy	-1.27	2.51	609.7%
AGL	eps estimate	2	-0.0319	major discrepancy	-0.1238	0.06	576.2%
SLG	eps estimate	2	0.31975	major discrepancy	-0.5505	1.19	544.3%
SVC	eps estimate	2	0.1157	major discrepancy	-0.1986	0.43	543.3%
NEOG	eps estimate	2	-0.01815	major discrepancy	-0.0663	0.03	530.6%
BA	eps	2	0.6799999999999999	major discrepancy	-1.12	2.48	529.4%
XRX	eps estimate	2	-0.04295	major discrepancy	-0.1459	0.06	479.4%
HPP	eps estimate	2	-0.20844999999999997	major discrepancy	-0.6969	0.28	468.6%
RMIX	eps estimate	2	-0.015499999999999998	major discrepancy	-0.051	0.02	458.1%
LSF	eps estimate	2	-0.0254	major discrepancy	-0.0808	0.03	436.2%
HPK	eps estimate	2	-0.022849999999999995	major discrepancy	-0.0657	0.02	375.1%
XRN	eps estimate	2	0.2963	major discrepancy	-0.2374	0.83	360.2%
DDD	eps	2	0.10499999999999998	major discrepancy	-0.08	0.29	352.4%
VSAT	eps estimate	2	-0.13190000000000002	major discrepancy	-0.3638	0.1	351.6%
VSAT	eps estimate	2	-0.13190000000000002	major discrepancy	-0.3638	0.1	351.6%
LDI	eps estimate	2	0.00375	major discrepancy	-0.0025	0.01	333.3%
LINE	eps estimate	2	0.242	major discrepancy	-0.126	0.61	304.1%
DDD	eps	2	0.15	major discrepancy	-0.07	0.37	293.3%
MAC	eps estimate	2	0.13640000000000002	major discrepancy	-0.0572	0.33	283.9%
CCG	adj close	3	9.018268423687786	major discrepancy	0.5270000100135803	18.4529	275.7%
CCG	adj close	3	8.62390000213322	major discrepancy	0.5040000081062317	17.6234	275.1%
TIC	eps estimate	2	0.0424	major discrepancy	-0.0152	0.1	271.7%
THRY	eps estimate	2	-0.046	major discrepancy	-0.102	0.01	243.5%
BHR	eps estimate	2	-0.20220000000000002	major discrepancy	-0.4444	0.04	239.6%
NNBR	eps estimate	2	0.0183	major discrepancy	-0.0034	0.04	237.2%
PDM	eps estimate	2	0.16985	major discrepancy	-0.0303	0.37	235.7%
LAND	eps estimate	2	-0.12430000000000001	major discrepancy	-0.2686	0.02	232.2%
DEI	eps estimate	2	0.1699	major discrepancy	-0.0202	0.36	223.8%
HR	eps estimate	2	0.1897	major discrepancy	-0.0206	0.4	221.7%
MSTR	eps estimate	2	25.43505	major discrepancy	-1.1699	52.04	209.2%
HMR	eps estimate	3	0.01404871794871795	major discrepancy	0.0051	0.04	208.6%
ADTN	eps estimate	2	0.0493	major discrepancy	0.0	0.0986	200.0%
AIOT	eps estimate	2	-0.00305	major discrepancy	-0.0061	0.0	200.0%
AKTX	eps	2	-0.785	major discrepancy	-1.57	0.0	200.0%
AMC	eps estimate	2	-0.03045	major discrepancy	-0.0609	0.0	200.0%
ANTA	eps estimate	2	0.01785	major discrepancy	0.0	0.0357	200.0%
ARQ	eps estimate	2	-0.00925	major discrepancy	-0.0185	0.0	200.0%
BBCP	eps estimate	2	0.0051	major discrepancy	0.0	0.0102	200.0%
BRSL	eps estimate	2	0.0085	major discrepancy	0.0	0.017	200.0%
BULL	eps estimate	2	0.017	major discrepancy	0.0	0.034	200.0%
CRNC	eps estimate	2	0.09995	major discrepancy	0.0	0.1999	200.0%

Consensus is reliability-weighted across sources; confidence reflects agreement and source count. Every value traces to its raw source response — see methodology.

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