{
  "annotation_id": "c3fd6248-acb2-45a9-95dd-4277a20a53c0",
  "date_created": "2026-02-17T05:53:24.046000Z",
  "date_modified": "2026-02-17T05:53:24.046000Z",
  "file_hash": "3eacd0fa95be9f339af0f440311d24ce238d20449bd318cbe62bab74e3881ade",
  "private": false,
  "record": {
    "abstract": "Variable scoping dictates how and where variables are accessible within programming languages, playing a crucial role in code efficiency and organization. This paper examines the distinct scoping rules in SAS and R, focusing on SAS\u0027s dynamic scoping and R\u0027s lexical scoping. In SAS, dynamic scoping utilizes symbol tables, resolving variables at runtime by dynamically searching through active macro layers. R, in contrast, employs lexical scoping, using environments to resolve variables based on the structure in which functions are defined. Illustrative examples highlight the differences between these scoping strategies, showcasing their impact on code behavior. Additionally, the paper outlines methods for inspecting variables in SAS\u0027s symbol tables and R\u0027s environments, offering practical insights for debugging and optimization. Strategies for controlling variable scope in both languages are discussed, enhancing code precision and reliability. This exploration equips programmers with critical understanding to optimize variable management, improving their programming practices in SAS and R.",
    "arxiv_id": "2601.09808",
    "authors": [
      "Chen Ling",
      "Yachen Wang"
    ],
    "categories": [
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "title": "From Dynamic to Lexical: A Comparative Exploration of Scoping Rules in SAS and R",
    "url": "https://arxiv.org/abs/2601.09808",
    "version": "v1"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "aea049d7-71fa-4e07-b0b1-a90cc539d921",
    "id": "arXiv Dataset",
    "type": "Model",
    "variant": "snapshot-2026-01-17",
    "version": "0.1.0"
  },
  "user_id": 1000002
}