{
	"meta": {
		"source": "LE TEEN",
		"url": "https://le-teen.com/api/v1/majors.json",
		"license": "CC-BY-4.0",
		"doi": "https://doi.org/10.5281/zenodo.21351602",
		"data_vintage": "FREOPP 2021",
		"generated": "2026-06-16",
		"attribution": "Data: LE TEEN — le-teen.com — college ROI, decoded",
		"attribution_html": "<a href=\"https://le-teen.com\" rel=\"noopener\">Data: LE TEEN</a> (CC BY 4.0)",
		"cite": "LE TEEN (2026). College ROI Data. https://doi.org/10.5281/zenodo.21351602"
	},
	"count": 134,
	"categories": 19,
	"subfields": 115,
	"notes": [
		"kind=category rows are FREOPP program categories; kind=subfield rows are CIP program families and carry a parent linkage to their category.",
		"All ROI figures are lifetime USD, cohort-weighted over FREOPP’s published per-program numbers. Field averages may be negative — no institution is named here.",
		"ai_exposure is le-teen-derived AI APPLICABILITY (how much of the field’s occupations AI is already used for), NOT displacement; category rows only."
	],
	"majors": [
		{
			"slug": "philosophy-and-religious-studies",
			"kind": "category",
			"name": "Philosophy and Religious Studies",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 1,
			"url": "https://le-teen.com/majors/philosophy-and-religious-studies",
			"mean_lifetime_roi_usd": -111915,
			"median_lifetime_roi_usd": -81669,
			"p25_roi_usd": -259353,
			"p75_roi_usd": 106067,
			"pct_never_breakeven": 59.8,
			"median_breakeven_age": 38,
			"completion_adjusted_roi_usd": -125604,
			"dropout_roi_usd": -122019,
			"graduates": 20114,
			"programs": 439,
			"ai_exposure": {
				"score_0_to_1": 0.305,
				"band": "High",
				"acs_coverage": 0.7,
				"top_occupations": [
					{
						"soc": "21-2011",
						"title": "Clergy",
						"score": 0.43,
						"share": 0.221
					},
					{
						"soc": "23-1011",
						"title": "Lawyers",
						"score": 0.24,
						"share": 0.069
					},
					{
						"soc": "11-9199",
						"title": "Managers, All Other",
						"score": 0.19,
						"share": 0.047
					},
					{
						"soc": "11-1011",
						"title": "Chief Executives",
						"score": 0.21,
						"share": 0.021
					},
					{
						"soc": "41-1011",
						"title": "First-Line Supervisors of Retail Sales Workers",
						"score": 0.17,
						"share": 0.019
					}
				]
			}
		},
		{
			"slug": "visual-arts-and-music",
			"kind": "category",
			"name": "Visual Arts and Music",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 2,
			"url": "https://le-teen.com/majors/visual-arts-and-music",
			"mean_lifetime_roi_usd": -68014,
			"median_lifetime_roi_usd": -92704,
			"p25_roi_usd": -234228,
			"p75_roi_usd": 62317,
			"pct_never_breakeven": 67.9,
			"median_breakeven_age": 38,
			"completion_adjusted_roi_usd": -98340,
			"dropout_roi_usd": -124237,
			"graduates": 167416,
			"programs": 2146,
			"ai_exposure": {
				"score_0_to_1": 0.279,
				"band": "Elevated",
				"acs_coverage": 0.64,
				"top_occupations": [
					{
						"soc": "27-1024",
						"title": "Graphic Designers",
						"score": 0.29,
						"share": 0.066
					},
					{
						"soc": "11-9199",
						"title": "Managers, All Other",
						"score": 0.19,
						"share": 0.058
					},
					{
						"soc": "41-1011",
						"title": "First-Line Supervisors of Retail Sales Workers",
						"score": 0.17,
						"share": 0.03
					},
					{
						"soc": "41-2031",
						"title": "Retail Salespersons",
						"score": 0.45,
						"share": 0.029
					},
					{
						"soc": "27-2042",
						"title": "Musicians and Singers",
						"score": 0.13,
						"share": 0.028
					}
				]
			}
		},
		{
			"slug": "psychology",
			"kind": "category",
			"name": "Psychology",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 3,
			"url": "https://le-teen.com/majors/psychology",
			"mean_lifetime_roi_usd": 68424,
			"median_lifetime_roi_usd": 63059,
			"p25_roi_usd": -14443,
			"p75_roi_usd": 145973,
			"pct_never_breakeven": 27.9,
			"median_breakeven_age": 41,
			"completion_adjusted_roi_usd": 681,
			"dropout_roi_usd": -110988,
			"graduates": 183922,
			"programs": 1238,
			"ai_exposure": {
				"score_0_to_1": 0.275,
				"band": "Elevated",
				"acs_coverage": 0.61,
				"top_occupations": [
					{
						"soc": "11-9199",
						"title": "Managers, All Other",
						"score": 0.19,
						"share": 0.054
					},
					{
						"soc": "21-1012",
						"title": "Educational, Guidance, and Career Counselors and Advisors",
						"score": 0.45,
						"share": 0.037
					},
					{
						"soc": "29-1141",
						"title": "Registered Nurses",
						"score": 0.17,
						"share": 0.036
					},
					{
						"soc": "23-1011",
						"title": "Lawyers",
						"score": 0.24,
						"share": 0.033
					},
					{
						"soc": "29-1129",
						"title": "Therapists, All Other",
						"score": 0.15,
						"share": 0.031
					}
				]
			}
		},
		{
			"slug": "life-sciences-and-biology",
			"kind": "category",
			"name": "Life Sciences and Biology",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 4,
			"url": "https://le-teen.com/majors/life-sciences-and-biology",
			"mean_lifetime_roi_usd": 106017,
			"median_lifetime_roi_usd": 104063,
			"p25_roi_usd": -38440,
			"p75_roi_usd": 242910,
			"pct_never_breakeven": 31.5,
			"median_breakeven_age": 39,
			"completion_adjusted_roi_usd": 29097,
			"dropout_roi_usd": -113952,
			"graduates": 130420,
			"programs": 1558,
			"ai_exposure": {
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				"band": "Lower",
				"acs_coverage": 0.58,
				"top_occupations": [
					{
						"soc": "11-9199",
						"title": "Managers, All Other",
						"score": 0.19,
						"share": 0.059
					},
					{
						"soc": "19-2099",
						"title": "Physical Scientists, All Other",
						"score": 0.22,
						"share": 0.057
					},
					{
						"soc": "29-1141",
						"title": "Registered Nurses",
						"score": 0.17,
						"share": 0.049
					},
					{
						"soc": "29-1051",
						"title": "Pharmacists",
						"score": 0.4,
						"share": 0.039
					},
					{
						"soc": "29-2010",
						"title": "Clinical Laboratory Technologists and Technicians",
						"score": 0.18,
						"share": 0.03
					}
				]
			}
		},
		{
			"slug": "education",
			"kind": "category",
			"name": "Education",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 5,
			"url": "https://le-teen.com/majors/education",
			"mean_lifetime_roi_usd": 121114,
			"median_lifetime_roi_usd": 126853,
			"p25_roi_usd": 5765,
			"p75_roi_usd": 225657,
			"pct_never_breakeven": 23.1,
			"median_breakeven_age": 36,
			"completion_adjusted_roi_usd": 28030,
			"dropout_roi_usd": -107597,
			"graduates": 172453,
			"programs": 1632,
			"ai_exposure": {
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				"band": "High",
				"acs_coverage": 0.34,
				"top_occupations": [
					{
						"soc": "11-9199",
						"title": "Managers, All Other",
						"score": 0.19,
						"share": 0.049
					},
					{
						"soc": "21-1012",
						"title": "Educational, Guidance, and Career Counselors and Advisors",
						"score": 0.45,
						"share": 0.035
					},
					{
						"soc": "43-6014",
						"title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",
						"score": 0.37,
						"share": 0.033
					},
					{
						"soc": "29-1141",
						"title": "Registered Nurses",
						"score": 0.17,
						"share": 0.032
					},
					{
						"soc": "41-2031",
						"title": "Retail Salespersons",
						"score": 0.45,
						"share": 0.028
					}
				]
			}
		},
		{
			"slug": "english-liberal-arts-and-humanities",
			"kind": "category",
			"name": "English, Liberal Arts, and Humanities",
			"cip_program_name": null,
			"parent": null,
			"rank_by_worst_roi": 6,
			"url": "https://le-teen.com/majors/english-liberal-arts-and-humanities",
			"mean_lifetime_roi_usd": 144506,
			"median_lifetime_roi_usd": 124276,
			"p25_roi_usd": -18026,
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			"median_breakeven_age": 37,
			"completion_adjusted_roi_usd": 51026,
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				"band": "Elevated",
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				"top_occupations": [
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					},
					{
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					},
					{
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						"share": 0.026
					},
					{
						"soc": "41-1011",
						"title": "First-Line Supervisors of Retail Sales Workers",
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						"share": 0.022
					},
					{
						"soc": "27-3043",
						"title": "Writers and Authors",
						"score": 0.55,
						"share": 0.022
					}
				]
			}
		},
		{
			"slug": "social-sciences-excluding-economics",
			"kind": "category",
			"name": "Social Sciences excluding Economics",
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			"rank_by_worst_roi": 7,
			"url": "https://le-teen.com/majors/social-sciences-excluding-economics",
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				"top_occupations": [
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					{
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					{
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					},
					{
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						"title": "Paralegals and Legal Assistants",
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				]
			}
		},
		{
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		{
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					{
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					{
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					{
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					{
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					{
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					{
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					{
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					{
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						"title": "Veterinarians",
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					},
					{
						"soc": "11-1011",
						"title": "Chief Executives",
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					{
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						"title": "Project Management Specialists",
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				]
			}
		},
		{
			"slug": "physical-sciences",
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					{
						"soc": "19-2099",
						"title": "Physical Scientists, All Other",
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						"share": 0.069
					},
					{
						"soc": "15-1252",
						"title": "Software Developers",
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						"share": 0.051
					},
					{
						"soc": "29-1141",
						"title": "Registered Nurses",
						"score": 0.17,
						"share": 0.03
					},
					{
						"soc": "11-1011",
						"title": "Chief Executives",
						"score": 0.21,
						"share": 0.027
					}
				]
			}
		},
		{
			"slug": "business-and-management",
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			"name": "Business and Management",
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			"url": "https://le-teen.com/majors/business-and-management",
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				"top_occupations": [
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