dismissedMAR042025_04B52032025-03-04 · appeal · Texas Service Center

This is an AAO appeal decision — a case denied once and appealed. It shows how the framework is applied; it is not the filing population.

The Petitioner, a senior machine learning engineer at a private e-commerce/advertising company, proposed to continue research in machine learning and deep learning, including search/browse ranking, real-time ad bidding, and recommendation-model architecture for digital advertising.

Field: machine learning / computer science engineering (e-commerce and digital advertising) · Read the decision (uscis.gov)

Prong 1 — national importancenot established · dispositive

“merely working in an important field is insufficient to establish the national importance of the proposed endeavor”

“the Petitioner has not sufficiently demonstrated his endeavor will extend beyond his employer's interests and retail clients in a manner that has national or global impact”

“the Petitioner has not demonstrated that this potential economic activity is a direct result of his endeavor”

“the Petitioner has not sufficiently demonstrated his proposed endeavor has significant potential to employ U.S. workers or otherwise offer substantial positive economic effects, beyond his employer and the clients served by his employer”

AAO decision text

How the evidence was treated

recommendation letter · discounted
“these letters do not specify how the Petitioner's current proposed endeavor will advance the relevant fields outside of [employer] and [employer] clients”
AAO decision text
patents · discounted
“it is not apparent that [employer] internal research findings would be made publicly available rather than maintained by [employer] as proprietary information”
AAO decision text
citations publications · discounted
“the record does not contain information related to preprints, journal articles, or industry conferences for the Petitioner following his employment with [employer] in 2020”
AAO decision text
contract revenue · discounted
“the Petitioner has not demonstrated that this potential economic activity is a direct result of his endeavor”
AAO decision text

Where this case turned

Economic claims unsupported · p1 — job/revenue projections with no corroborating basis
Employer-specific benefit · p1 — "work furthers my company's product" — value accrues to one firm
Field importance conflated with endeavor · p1 — argues the field matters, not the specific endeavor
Local, not national scope · p1 — impact confined to clients / a region

2,501coded decisions carry the failure named in this record. A placement shows where your profile sits among them, not what it predicts.See where your profile sits — 90 seconds →

Notable

The Director had already found the Petitioner well-positioned to advance the endeavor (prong 2 met); AAO dismissed solely on prong 1 national importance and declined to reach prongs 2 and 3, treating the Director's favorable prong 2 finding as moot. Decision cites Flores v. Garland (5th Cir. 2023) for the discretionary nature of NIW adjudication.

Authorities this decision leans on

From the doctrinal survivor set — 187 authority tests across 47 distinct authorities cleared the differential-lift gates. Only those appear here.

8 C.F.R. 103.3
INA 203(b)(2)
Matter of L-A-C-

What this case teaches

Analyst reading of the decision text.

Decisive factor

His ML projects' documented value was employer revenue and client sales; claimed dissemination had no employer commitment and no publications since 2020, so nothing showed impact beyond the company and its clients; prong one failed.

Transferable lesson

At a private company, claimed dissemination needs the employer's documented commitment and a real publication record; internal revenue estimates and client sales lifts are your employer's impact.

Endeavor framing

specific

National-importance theory

critical_emerging_tech · economic_growth_generic · field_advancement

Evidence targeting

mixed

Cases in adjacent profiles

← Back to the case explorer