[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"ba274b8e588f32ab8911ac9bb1159057bbb5bf562ce626d0bf649ca53a00d9f6","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACCT I S 340or concurrent enrollment), (ACCT I S 100andGEN BUS 307or317), (ACCT I S 700or concurrent enrollment), or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 340or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"ACCT I S 100andGEN BUS 307or317\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":100,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior\"},\"evidence\":\"ACCT I S 100\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 307or317\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":307,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 307\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":317,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 317\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 700or concurrent enrollment\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n8\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nNode n7: evidence 'GEN BUS 317' must quote an exact source substring.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n8; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"ba274b8e588f32ab8911ac9bb1159057bbb5bf562ce626d0bf649ca53a00d9f6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ACCTIS 340\",\"field\":\"description\",\"quote\":\"Understand, document, and evaluate integrated enterprise systems and critical information tracked in core business processes, applying technology to model, capture, and query data needed, and assess system design and controls.\"},{\"course_id\":\"ACCTIS 100\",\"field\":\"description\",\"quote\":\"Examines generally accepted accounting principles for measurement and reporting of financial information in a balance sheet, income statement, and statement of cash flows; introduction to analysis and interpretation of financial accounting data for decision-making purposes.\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop. The focus is predictive and prescriptive analytics.\"},{\"course_id\":\"GENBUS 317\",\"field\":\"description\",\"quote\":\"Statistical inference and analyses based on models will be introduced and applied in a business context using a calculus-based focus. Topics covered include point estimation, confidence intervals, hypothesis testing, regression models, and time series models.\"}],\"text\":\"Prerequisites in accounting information systems, introductory financial accounting, business analytics, and mathematical foundations of business analytics.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 700\",\"field\":\"description\",\"quote\":\"Measurement and reporting guidelines underlying preparation of general purpose financial statements. Explore current measurement and reporting issues. Analyze and interpret financial statement data for investment, lending, and related decisions.\"}],\"text\":\"Graduate standing or concurrent enrollment in financial accounting.\"}],\"search_phrases\":[\"accounting analytics decision making\",\"accounting information systems analytics\",\"business analytics predictive prescriptive\",\"financial accounting data analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Being able to identify and pursue relevant questions using data is a critical skill for new hires, as is the ability to successfully communicate one's findings.\"}],\"text\":\"Identifying relevant questions using data and communicating findings.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Using a variety of analytics technologies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"title\",\"quote\":\"FOUNDATION IN ACCOUNTING ANALYTICS\"},{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Foundation in Accounting Analytics teaches using data analytics technologies to support accounting decision making, coordination, control, and compliance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Accounting analytics for decision making, coordination, control, and compliance.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Analytics technologies.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"ba274b8e588f32ab8911ac9bb1159057bbb5bf562ce626d0bf649ca53a00d9f6","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"28aec91b66bea12406e9e0dc0ea08b08ff5400ff512c188a18e30638aec99046","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACCT I S 340or concurrent enrollment), (ACCT I S 100andGEN BUS 307or317), (ACCT I S 700or concurrent enrollment), or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 340or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"ACCT I S 100andGEN BUS 307or317\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":100,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior\"},\"evidence\":\"ACCT I S 100\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 307or317\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":307,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 307\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":317,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"317\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 700or concurrent enrollment\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n8\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"28aec91b66bea12406e9e0dc0ea08b08ff5400ff512c188a18e30638aec99046","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ACCTIS 340\",\"field\":\"description\",\"quote\":\"Understand, document, and evaluate integrated enterprise systems and critical information tracked in core business processes, applying technology to model, capture, and query data needed, and assess system design and controls.\"},{\"course_id\":\"ACCTIS 100\",\"field\":\"description\",\"quote\":\"Examines generally accepted accounting principles for measurement and reporting of financial information in a balance sheet, income statement, and statement of cash flows; introduction to analysis and interpretation of financial accounting data for decision-making purposes.\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop. The focus is predictive and prescriptive analytics.\"},{\"course_id\":\"GENBUS 317\",\"field\":\"description\",\"quote\":\"Statistical inference and analyses based on models will be introduced and applied in a business context using a calculus-based focus. Topics covered include point estimation, confidence intervals, hypothesis testing, regression models, and time series models.\"}],\"text\":\"Prerequisites in accounting information systems, introductory financial accounting, business analytics, and mathematical foundations of business analytics.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 700\",\"field\":\"description\",\"quote\":\"Measurement and reporting guidelines underlying preparation of general purpose financial statements. Explore current measurement and reporting issues. Analyze and interpret financial statement data for investment, lending, and related decisions.\"}],\"text\":\"Graduate standing or concurrent enrollment in financial accounting.\"}],\"search_phrases\":[\"accounting analytics decision making\",\"accounting information systems analytics\",\"business analytics predictive prescriptive\",\"financial accounting data analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Being able to identify and pursue relevant questions using data is a critical skill for new hires, as is the ability to successfully communicate one's findings.\"}],\"text\":\"Identifying relevant questions using data and communicating findings.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Using a variety of analytics technologies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"title\",\"quote\":\"FOUNDATION IN ACCOUNTING ANALYTICS\"},{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Foundation in Accounting Analytics teaches using data analytics technologies to support accounting decision making, coordination, control, and compliance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Accounting analytics for decision making, coordination, control, and compliance.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Analytics technologies.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"28aec91b66bea12406e9e0dc0ea08b08ff5400ff512c188a18e30638aec99046","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"036d2c82fe1dae232f11260b25971bea7ee2b027eb3b0cc4be69a5d9b8824b71","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACCT I S 340or concurrent enrollment), (ACCT I S 100andGEN BUS 307or317), (ACCT I S 700or concurrent enrollment), or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 340or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"ACCT I S 100andGEN BUS 307or317\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":100,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior\"},\"evidence\":\"ACCT I S 100\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 307or317\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":307,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 307\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":317,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"317\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 700or concurrent enrollment\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n8\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"036d2c82fe1dae232f11260b25971bea7ee2b027eb3b0cc4be69a5d9b8824b71","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ACCTIS 340\",\"field\":\"description\",\"quote\":\"Understand, document, and evaluate integrated enterprise systems and critical information tracked in core business processes, applying technology to model, capture, and query data needed, and assess system design and controls.\"},{\"course_id\":\"ACCTIS 100\",\"field\":\"description\",\"quote\":\"Examines generally accepted accounting principles for measurement and reporting of financial information in a balance sheet, income statement, and statement of cash flows; introduction to analysis and interpretation of financial accounting data for decision-making purposes.\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop. The focus is predictive and prescriptive analytics.\"},{\"course_id\":\"GENBUS 317\",\"field\":\"description\",\"quote\":\"Statistical inference and analyses based on models will be introduced and applied in a business context using a calculus-based focus. Topics covered include point estimation, confidence intervals, hypothesis testing, regression models, and time series models.\"}],\"text\":\"Prerequisites in accounting information systems, introductory financial accounting, business analytics, and mathematical foundations of business analytics.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 700\",\"field\":\"description\",\"quote\":\"Measurement and reporting guidelines underlying preparation of general purpose financial statements. Explore current measurement and reporting issues. Analyze and interpret financial statement data for investment, lending, and related decisions.\"}],\"text\":\"Graduate standing or concurrent enrollment in financial accounting.\"}],\"search_phrases\":[\"accounting analytics decision making\",\"accounting information systems analytics\",\"business analytics predictive prescriptive\",\"financial accounting data analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Being able to identify and pursue relevant questions using data is a critical skill for new hires, as is the ability to successfully communicate one's findings.\"}],\"text\":\"Identifying relevant questions using data and communicating findings.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Using a variety of analytics technologies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"title\",\"quote\":\"FOUNDATION IN ACCOUNTING ANALYTICS\"},{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Foundation in Accounting Analytics teaches using data analytics technologies to support accounting decision making, coordination, control, and compliance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Accounting analytics for decision making, coordination, control, and compliance.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Analytics technologies.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"036d2c82fe1dae232f11260b25971bea7ee2b027eb3b0cc4be69a5d9b8824b71","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0b744d02a6c697e3400bd4c43dcb8e075f77af2135e756fd46233697aebe36d3","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACCT I S 340or concurrent enrollment), (ACCT I S 100andGEN BUS 307or317), (ACCT I S 700or concurrent enrollment), or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 340or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"ACCT I S 100andGEN BUS 307or317\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":100,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior\"},\"evidence\":\"ACCT I S 100\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 307or317\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":307,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 307\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":317,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"317\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ACCTIS\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"ACCT I S 700or concurrent enrollment\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n8\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0b744d02a6c697e3400bd4c43dcb8e075f77af2135e756fd46233697aebe36d3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ACCTIS 340\",\"field\":\"description\",\"quote\":\"Understand, document, and evaluate integrated enterprise systems and critical information tracked in core business processes, applying technology to model, capture, and query data needed, and assess system design and controls.\"},{\"course_id\":\"ACCTIS 100\",\"field\":\"description\",\"quote\":\"Examines generally accepted accounting principles for measurement and reporting of financial information in a balance sheet, income statement, and statement of cash flows; introduction to analysis and interpretation of financial accounting data for decision-making purposes.\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop. The focus is predictive and prescriptive analytics.\"},{\"course_id\":\"GENBUS 317\",\"field\":\"description\",\"quote\":\"Statistical inference and analyses based on models will be introduced and applied in a business context using a calculus-based focus. Topics covered include point estimation, confidence intervals, hypothesis testing, regression models, and time series models.\"}],\"text\":\"Prerequisites in accounting information systems, introductory financial accounting, business analytics, and mathematical foundations of business analytics.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 700\",\"field\":\"description\",\"quote\":\"Measurement and reporting guidelines underlying preparation of general purpose financial statements. Explore current measurement and reporting issues. Analyze and interpret financial statement data for investment, lending, and related decisions.\"}],\"text\":\"Graduate standing or concurrent enrollment in financial accounting.\"}],\"search_phrases\":[\"accounting analytics decision making\",\"accounting information systems analytics\",\"business analytics predictive prescriptive\",\"financial accounting data analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Being able to identify and pursue relevant questions using data is a critical skill for new hires, as is the ability to successfully communicate one's findings.\"}],\"text\":\"Identifying relevant questions using data and communicating findings.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Using a variety of analytics technologies.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"title\",\"quote\":\"FOUNDATION IN ACCOUNTING ANALYTICS\"},{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Foundation in Accounting Analytics teaches using data analytics technologies to support accounting decision making, coordination, control, and compliance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"Analytics has become an integral part of accounting to support decision making, coordination and control, and compliance with regulations.\"}],\"text\":\"Accounting analytics for decision making, coordination, control, and compliance.\"},{\"evidence\":[{\"course_id\":\"ACCTIS 640\",\"field\":\"description\",\"quote\":\"This pursuit and communication requires a strong facility with a variety of analytics technologies.\"}],\"text\":\"Analytics technologies.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0b744d02a6c697e3400bd4c43dcb8e075f77af2135e756fd46233697aebe36d3","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8ea5427fde3bd545c79714f6","course_id":"ACCTIS 640","catalog_version_id":"4bf603cc939503b4c33cdd4a51d9e7366b9bf42fffdc421765d1d2e7e24a4b27","record_version_id":"df4447d935323fffdd97dcbd06031afdc436c28a9580d62b1ad3e7f45979726f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0b744d02a6c697e3400bd4c43dcb8e075f77af2135e756fd46233697aebe36d3","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"f33c8bfa5ba6f309b8d3be5b3090c4c2d2339125855548fd0acb1df7b545c997\",\"course_id\":\"ACCTIS 640\",\"current_instructors\":[{\"instructor_uid\":\"instructor_39bbeeab83afa4b5bc1b77eb\",\"message\":\"No course-specific reviews available\",\"name\":\"Christian Peters\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.75 GPA, 91.8% A/AB (n=85 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.90 GPA, 96.3% A/AB (n=81 letter grades); Fall 2024: 3.87 GPA, 95.3% A/AB (n=107 letter grades); Fall 2025: 3.75 GPA, 91.8% A/AB (n=85 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ACCTIS 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"source_record\":{\"entity_id\":\"6a424859-035b-3720-b633-b934a5513708\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN PETERS is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]