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Goldberg attended public schools in Baltimore, MD. He earned a B.S. from the University of Maryland, School of Business and Public Administration in 1960 and an LL.B. from the University of Maryland School of Law in 1964. He did graduate work in Federal Income Taxation at New York University. Goldberg was admitted to practice in Maryland and New Jersey, 1964 and 1967, and Federal District Court. He began his career as a Tax Attorney in January 1965 with the United States Department of Treasury, Office of Chief Counsel, Internal Revenue Service, in New York City and was initially assigned to the General Litigation function. In 1967, he was reassigned to the Tax Litigation function. In 1976, he was promoted to Special Trial Attorney, and then to Assistant District Counsel in 1984. He was appointed a Special Trial Judge of the United States Tax Court on August 4, 1985.
- J.A. "Jimmy" Kroger, "Judicial Profile: Hon. Stanley J. Goldberg, Special Trial Judge (Ret.), U.S. Tax Court"