{
 "source": "Scribal Output: Historical Data Compilation (scribal-output-data-2026-09-08.md), research for the book compiled 2026-09-08, one source per row as given. This is the project's earlier research compilation: where a figure here differs from the printed book or from a later dataset (for example the per-century manuscript counts, superseded by the manuscripts dataset read from Buringh and Van Zanden's Table 1), the book and the later dataset govern.",
 "tableTitles": {
  "literacy-and-scribes": "Table 1A: Literacy Rates and Scribe Populations",
  "world-literacy": "Table 1B: Global Literacy Trajectory (Our World in Data / OECD / UNESCO)",
  "printed-books-2009": "Table 2A: Buringh & Van Zanden (2009) — European Manuscript and Book Production (2)",
  "pre-european-output": "Table 2B: Pre-European Textual Output",
  "modern-output": "Table 2C: Modern Textual Output",
  "unbroken-traditions": "Table 3A: Unbroken Literate Traditions",
  "disruptions": "Table 3B: Disruption Events and Recovery",
  "transitions": "Table 4: Qualitative Transitions in Scribal Output",
  "us-attorneys": "Table 5A: US Attorney Population (ABA Data)",
  "papers": "Table 5B: Academic Paper Publication Explosion",
  "bachelors-degrees": "Table 5C: Credential Inflation (US Bachelor's Degree Attainment)",
  "data-gaps": "6. Data Gaps and Honest Unknowns"
 },
 "tables": {
  "literacy-and-scribes": [
   {
    "Civilization / Period": "Mesopotamia (Uruk–OB)",
    "Approx. Date": "3200–1600 BCE",
    "Est. Pop.": "~1M (Uruk period)",
    "Literacy Rate": "<1% (functional cuneiform)",
    "Est. Literate Pop.": "Low thousands",
    "Source": "Potts (1997); Veldhuis (1997)"
   },
   {
    "Civilization / Period": "Egypt (Old Kingdom)",
    "Approx. Date": "2686–2181 BCE",
    "Est. Pop.": "~1M",
    "Literacy Rate": "~1% (Baines & Eyre est.)",
    "Est. Literate Pop.": "~10,000",
    "Source": "Baines & Eyre (1983); UCL Digital Egypt"
   },
   {
    "Civilization / Period": "Egypt (New Kingdom)",
    "Approx. Date": "1550–1077 BCE",
    "Est. Pop.": "~3–4M",
    "Literacy Rate": "1–5%",
    "Est. Literate Pop.": "30,000–200,000",
    "Source": "Baines & Eyre (1983); Lesko (2001)"
   },
   {
    "Civilization / Period": "Egypt (Graeco-Roman)",
    "Approx. Date": "332 BCE–395 CE",
    "Est. Pop.": "~4.5M",
    "Literacy Rate": "3–5% (contested)",
    "Est. Literate Pop.": "~135,000–225,000",
    "Source": "UCL Digital Egypt"
   },
   {
    "Civilization / Period": "Classical Athens",
    "Approx. Date": "5th–4th c. BCE",
    "Est. Pop.": "~300K (Attica)",
    "Literacy Rate": "5–10% (Harris est.)",
    "Est. Literate Pop.": "15,000–30,000",
    "Source": "Harris, *Ancient Literacy* (1989)"
   },
   {
    "Civilization / Period": "Roman Empire (peak)",
    "Approx. Date": "1st–2nd c. CE",
    "Est. Pop.": "~60M",
    "Literacy Rate": "10–15% (Harris); up to 20–30% in cities",
    "Est. Literate Pop.": "6–9M (empire-wide)",
    "Source": "Harris (1989); review in MUSE"
   },
   {
    "Civilization / Period": "Late Roman / post-Augustan",
    "Approx. Date": "3rd–5th c. CE",
    "Est. Pop.": "~55M declining",
    "Literacy Rate": "est. <10% and falling",
    "Est. Literate Pop.": "declining",
    "Source": "Harris (1989)"
   },
   {
    "Civilization / Period": "Tang Dynasty China",
    "Approx. Date": "618–907 CE",
    "Est. Pop.": "~50–80M",
    "Literacy Rate": "est. 5–10% male (exam candidates)",
    "Est. Literate Pop.": "~2,000 jinshi candidates/yr",
    "Source": "Elman (2000); New World Ency."
   },
   {
    "Civilization / Period": "Song Dynasty China",
    "Approx. Date": "960–1279 CE",
    "Est. Pop.": "~100M",
    "Literacy Rate": "est. 10–15% male",
    "Est. Literate Pop.": "growing exam class",
    "Source": "Elman (2000)"
   },
   {
    "Civilization / Period": "Ming–Qing China",
    "Approx. Date": "1368–1905 CE",
    "Est. Pop.": "~150–400M",
    "Literacy Rate": "est. 10–25% male (wide variation)",
    "Est. Literate Pop.": "46,908 jinshi holders total across 242 exams",
    "Source": "Elman (2000); Grokipedia"
   },
   {
    "Civilization / Period": "Islamic Golden Age",
    "Approx. Date": "750–1258 CE",
    "Est. Pop.": "~25–50M (caliphate)",
    "Literacy Rate": "higher urban literacy; no firm %",
    "Est. Literate Pop.": "thousands of scholars in Baghdad alone",
    "Source": "No systematic estimate exists"
   },
   {
    "Civilization / Period": "Medieval W. Europe (6th c.)",
    "Approx. Date": "500–600 CE",
    "Est. Pop.": "~20M",
    "Literacy Rate": "<1% (almost exclusively clergy)",
    "Est. Literate Pop.": "hundreds to low thousands",
    "Source": "Clanchy (1979/2013)"
   },
   {
    "Civilization / Period": "Medieval W. Europe (12th c.)",
    "Approx. Date": "1100–1200 CE",
    "Est. Pop.": "~60M",
    "Literacy Rate": "1–5% (growing lay literacy)",
    "Est. Literate Pop.": "tens of thousands",
    "Source": "Clanchy (1979/2013); Houston (2002)"
   },
   {
    "Civilization / Period": "England (1530)",
    "Approx. Date": "1530 CE",
    "Est. Pop.": "~3M",
    "Literacy Rate": "~10% male (Clanchy est.)",
    "Est. Literate Pop.": "~150,000",
    "Source": "Clanchy (2013)"
   },
   {
    "Civilization / Period": "Colonial New England",
    "Approx. Date": "1750 CE",
    "Est. Pop.": "~1.2M",
    "Literacy Rate": "~90% white male; ~40% white female",
    "Est. Literate Pop.": "~500,000+",
    "Source": "Encyclopedia.com; Washington Post (1985)"
   },
   {
    "Civilization / Period": "Colonial Thirteen Colonies",
    "Approx. Date": "1770s CE",
    "Est. Pop.": "~2.5M",
    "Literacy Rate": "~70% white male overall",
    "Est. Literate Pop.": "~875,000",
    "Source": "Sage Reference; Wikipedia"
   }
  ],
  "world-literacy": [
   {
    "Year": "1820",
    "World Literacy Rate": "~12%",
    "Est. Literate Population": "~100 million"
   },
   {
    "Year": "1900",
    "World Literacy Rate": "~21%",
    "Est. Literate Population": "~340 million"
   },
   {
    "Year": "1950",
    "World Literacy Rate": "~36%",
    "Est. Literate Population": "~900 million"
   },
   {
    "Year": "1980",
    "World Literacy Rate": "~56%",
    "Est. Literate Population": "~2.5 billion"
   },
   {
    "Year": "2000",
    "World Literacy Rate": "~73%",
    "Est. Literate Population": "~4.5 billion"
   },
   {
    "Year": "2024",
    "World Literacy Rate": "~87%",
    "Est. Literate Population": "~5+ billion"
   }
  ],
  "printed-books-2009": [
   {
    "Period": "1454–1500",
    "Books Produced (est.)": "~12 million+",
    "Notes": "27,460 known incunabula editions; avg. print runs grew from ~100 to ~500 per edition"
   },
   {
    "Period": "16th century",
    "Books Produced (est.)": "200–400 million",
    "Notes": "300,000–400,000 distinct works/editions"
   },
   {
    "Period": "17th century",
    "Books Produced (est.)": "est. 500 million+",
    "Notes": "Growth continued but slowed by religious wars"
   },
   {
    "Period": "18th century",
    "Books Produced (est.)": "est. 1 billion+",
    "Notes": "Enlightenment-era explosion; 1% annual growth rate"
   }
  ],
  "pre-european-output": [
   {
    "Civilization": "Mesopotamia (all periods)",
    "Surviving Corpus": "~500,000+ clay tablets in museums; est. millions unexcavated",
    "Estimated Original Output": "Unknown millions",
    "Notes": "~80% are economic/administrative records; ~20% literary/scientific/religious. Library of Ashurbanipal at Nineveh: ~30,000 tablets. (Smarthistory; Literature Stack Exchange)"
   },
   {
    "Civilization": "Egypt (all periods)",
    "Surviving Corpus": "Tens of thousands of papyri and inscriptions",
    "Estimated Original Output": "Unknown — papyrus degrades; survival is biased toward dry sites",
    "Notes": "Major surviving corpora: Deir el-Medina archive, medical papyri, Book of the Dead copies"
   },
   {
    "Civilization": "Library of Alexandria",
    "Surviving Corpus": "0 (destroyed)",
    "Estimated Original Output": "Est. 40,000–400,000 scrolls (some ancient sources claim up to 700,000)",
    "Notes": "Figures may include duplicate scrolls or subdivisions of works. Modern scholars (e.g., Roger Bagnall) argue the higher estimates \"may reflect modern expectations.\" (HowStuffWorks; historyofinformation.com)"
   },
   {
    "Civilization": "Islamic world (750–1258)",
    "Surviving Corpus": "~5 million manuscripts estimated \"current\" at peak",
    "Estimated Original Output": "Unknown",
    "Notes": "House of Wisdom founded ~830 CE under al-Ma'mun. After 1258 Mongol sack: \"the Tigris ran black with ink.\" Catastrophic loss. (islamichistory.org; Britannica)"
   },
   {
    "Civilization": "China (pre-print)",
    "Surviving Corpus": "Vast but uncounted",
    "Estimated Original Output": "Enormous — woodblock printing from 9th c. CE",
    "Notes": "China invented printing (woodblock ~868 CE, movable type ~1040 CE) centuries before Gutenberg. The Chinese literary corpus is among the largest in human history."
   }
  ],
  "modern-output": [
   {
    "Metric": "Total unique book titles ever published",
    "Value": "~129,864,880 (Google, 2010); est. ~158–170 million by 2026",
    "Source": "Google Books; UNESCO; ISBNDB"
   },
   {
    "Metric": "New titles published per year (current)",
    "Value": "~2.2 million",
    "Source": "UNESCO"
   },
   {
    "Metric": "Scientific papers published per year (2022)",
    "Value": "~3.3 million",
    "Source": "Booketic; Clarivate/Web of Science"
   },
   {
    "Metric": "Scientific papers: growth rate",
    "Value": "~5.6% per year (exponential); 47% cumulative growth 2016–2022",
    "Source": "Hanson et al. (2024); Ouvrir la Science"
   },
   {
    "Metric": "Total academic papers since 1996",
    "Value": "~64 million+",
    "Source": "Scopus/WordsRated"
   },
   {
    "Metric": "Scientific journals in existence",
    "Value": "~30,000+ peer-reviewed",
    "Source": "STM Report"
   }
  ],
  "unbroken-traditions": [
   {
    "Civilization": "China",
    "Continuous Tradition Duration": "~3,200+ years",
    "Approx. Dates": "~1200 BCE (Shang oracle bones) – present",
    "Notes": "The longest unbroken literate tradition. Survived Warring States, Mongol conquest, Manchu conquest. The examination system (605–1905 CE) alone ran 1,300 years."
   },
   {
    "Civilization": "Egypt",
    "Continuous Tradition Duration": "~3,000 years",
    "Approx. Dates": "~3200 BCE – ~400 CE (end of hieroglyphic use)",
    "Notes": "Tradition ended with Christianization/Islamization; demotic script persisted longest"
   },
   {
    "Civilization": "Mesopotamia",
    "Continuous Tradition Duration": "~3,000 years",
    "Approx. Dates": "~3200 BCE – ~100 CE (last cuneiform texts)",
    "Notes": "Cuneiform gradually abandoned in favor of Aramaic alphabetic script"
   },
   {
    "Civilization": "India (Sanskrit/Brahmi tradition)",
    "Continuous Tradition Duration": "~2,500+ years",
    "Approx. Dates": "~500 BCE – present",
    "Notes": "Multiple scripts; continuous literary tradition despite political fragmentation"
   },
   {
    "Civilization": "Latin/European",
    "Continuous Tradition Duration": "~2,000+ years",
    "Approx. Dates": "~500 BCE – present",
    "Notes": "Latin persisted as a scholarly lingua franca even after vernacular transition; never fully \"broke\""
   },
   {
    "Civilization": "Islamic/Arabic",
    "Continuous Tradition Duration": "~1,400 years",
    "Approx. Dates": "622 CE – present",
    "Notes": "Despite catastrophic disruptions (1258, colonial period), the tradition never fully broke"
   },
   {
    "Civilization": "Japanese",
    "Continuous Tradition Duration": "~1,300+ years",
    "Approx. Dates": "~700 CE – present",
    "Notes": "Adopted Chinese characters; developed kana; unbroken"
   }
  ],
  "disruptions": [
   {
    "Event": "Fall of Western Rome",
    "Date": "476 CE",
    "Estimated Knowledge Loss": "Catastrophic: literacy fell from ~10–15% to <1%; most classical texts lost in Western Europe",
    "Recovery Timeline": "~500 years to recover comparable output (9th c. Carolingian Renaissance); Greek works not recovered until 12th–13th c. via Arabic translations"
   },
   {
    "Event": "Sack of Baghdad",
    "Date": "1258 CE",
    "Estimated Knowledge Loss": "Catastrophic: House of Wisdom destroyed; \"the Tigris ran black with ink\"; centuries of manuscripts lost",
    "Recovery Timeline": "Never fully recovered. Islamic scientific leadership shifted to Cairo, then declined relative to Europe. The Islamic world never regained its 9th–12th c. intellectual dominance."
   },
   {
    "Event": "Fall of Constantinople",
    "Date": "1453 CE",
    "Estimated Knowledge Loss": "Moderate: Greek scholars fled west, carrying manuscripts; accelerated Italian Renaissance",
    "Recovery Timeline": "Recovery was actually a *transfer* — Byzantine knowledge seeded European humanism"
   },
   {
    "Event": "Chinese Cultural Revolution",
    "Date": "1966–1976 CE",
    "Estimated Knowledge Loss": "Severe cultural disruption; temples, libraries, artifacts destroyed; intellectuals persecuted",
    "Recovery Timeline": "Economic/educational recovery within ~20 years (post-1978 reforms); China now produces more scientific papers than any other country"
   },
   {
    "Event": "Khmer Rouge (Cambodia)",
    "Date": "1975–1979 CE",
    "Estimated Knowledge Loss": "Near-total: ~25% of population killed (targeting educated class); libraries destroyed",
    "Recovery Timeline": "Still recovering 45+ years later; Cambodia's research output remains minimal relative to neighbors"
   }
  ],
  "transitions": [
   {
    "Transition": "Bookkeeping → Administration",
    "Approx. Date": "~3200 BCE (Uruk)",
    "What Changed": "Writing invented for economic records; ~80% of early tablets are accounting",
    "Output Effect": "Created the scribe as a professional class"
   },
   {
    "Transition": "Administration → Literature",
    "Approx. Date": "~2100 BCE (Ur III / Middle Kingdom Egypt)",
    "What Changed": "First narrative literature (Gilgamesh; Egyptian wisdom texts; Satire of the Trades)",
    "Output Effect": "Scribal output expanded beyond pure utility; writing began to shape culture"
   },
   {
    "Transition": "Literature → Law",
    "Approx. Date": "~1754 BCE (Code of Hammurabi)",
    "What Changed": "Legal codes as permanent, publicly displayed texts",
    "Output Effect": "Writing became the medium of legitimate authority"
   },
   {
    "Transition": "Law → Philosophy/Science",
    "Approx. Date": "~600–300 BCE (Greece)",
    "What Changed": "Pre-Socratics, Plato, Aristotle; first systematic prose inquiry",
    "Output Effect": "Writing became the medium of abstract thought"
   },
   {
    "Transition": "Latin as cross-border language",
    "Approx. Date": "~100 BCE – ~1700 CE",
    "What Changed": "Latin served as a universal scholarly medium across political boundaries",
    "Output Effect": "Enabled a pan-European intellectual community; any scribe trained in Latin could read any other's work"
   },
   {
    "Transition": "Printing press",
    "Approx. Date": "1454 CE",
    "What Changed": "Mechanization of copying; doubling time 104 → 43 years",
    "Output Effect": "Transformed scribal output from a trickle to a flood; made scribes *less* scarce but texts *more* abundant"
   },
   {
    "Transition": "Vernacular shift",
    "Approx. Date": "1500–1700 CE",
    "What Changed": "National languages replaced Latin for most publishing",
    "Output Effect": "Expanded the literate class dramatically but fragmented the universal scholarly community"
   },
   {
    "Transition": "Industrial-era mass literacy",
    "Approx. Date": "1800–1950",
    "What Changed": "Public education; global literacy from 12% → 36%",
    "Output Effect": "Created the mass-literate society for the first time in history"
   },
   {
    "Transition": "Post-1970s financial dominance",
    "Approx. Date": "~1975–present",
    "What Changed": "Financial sector began absorbing disproportionate share of literate talent",
    "Output Effect": "\"Scribal output\" increasingly shifted from knowledge production to financial instrument creation; rise of \"bullshit jobs\" (Graeber)"
   },
   {
    "Transition": "Internet era",
    "Approx. Date": "~1995–present",
    "What Changed": "Infinite reproduction at zero marginal cost",
    "Output Effect": "Estimated 328 million TB of data created daily. The scribe is no longer scarce — but curation is."
   }
  ],
  "us-attorneys": [
   {
    "Year": "1878",
    "Active US Lawyers": "first ABA count",
    "US Population": "—",
    "Lawyers per Capita": "—"
   },
   {
    "Year": "1900",
    "Active US Lawyers": "~114,000 (est.)",
    "US Population": "76M",
    "Lawyers per Capita": "1 per 667"
   },
   {
    "Year": "1950",
    "Active US Lawyers": "221,000",
    "US Population": "151M",
    "Lawyers per Capita": "1 per 683"
   },
   {
    "Year": "1978",
    "Active US Lawyers": "464,000",
    "US Population": "222M",
    "Lawyers per Capita": "1 per 478"
   },
   {
    "Year": "1998",
    "Active US Lawyers": "985,921",
    "US Population": "276M",
    "Lawyers per Capita": "1 per 280"
   },
   {
    "Year": "2010",
    "Active US Lawyers": "~1,200,000",
    "US Population": "309M",
    "Lawyers per Capita": "1 per 258"
   },
   {
    "Year": "2020",
    "Active US Lawyers": "1,328,692",
    "US Population": "331M",
    "Lawyers per Capita": "1 per 249"
   },
   {
    "Year": "2024",
    "Active US Lawyers": "1,355,963",
    "US Population": "336M",
    "Lawyers per Capita": "1 per 248"
   },
   {
    "Year": "2025",
    "Active US Lawyers": "1,374,720",
    "US Population": "337M",
    "Lawyers per Capita": "1 per 245"
   }
  ],
  "papers": [
   {
    "Year/Period": "1945",
    "Papers Published Per Year": "~50,000 (est.)",
    "Growth Rate": "—",
    "Source": "—"
   },
   {
    "Year/Period": "1975",
    "Papers Published Per Year": "~500,000",
    "Growth Rate": "—",
    "Source": "STM Report"
   },
   {
    "Year/Period": "2000",
    "Papers Published Per Year": "~1.2 million",
    "Growth Rate": "—",
    "Source": "Scopus"
   },
   {
    "Year/Period": "2010",
    "Papers Published Per Year": "~1.8 million",
    "Growth Rate": "—",
    "Source": "Scopus"
   },
   {
    "Year/Period": "2016",
    "Papers Published Per Year": "~1.9 million",
    "Growth Rate": "—",
    "Source": "Hanson et al. (2024)"
   },
   {
    "Year/Period": "2022",
    "Papers Published Per Year": "~2.8–3.3 million",
    "Growth Rate": "5.6%/year exponential",
    "Source": "Hanson et al. (2024); Booketic"
   },
   {
    "Year/Period": "2024",
    "Papers Published Per Year": "~2.5M (Web of Science indexed)",
    "Growth Rate": "48% increase from 2015",
    "Source": "Clarivate"
   }
  ],
  "bachelors-degrees": [
   {
    "Year": "1940",
    "% of US Adults (25+) with Bachelor's or Higher": "4.6%",
    "Source": "US Census Bureau"
   },
   {
    "Year": "1950",
    "% of US Adults (25+) with Bachelor's or Higher": "~6% (est.)",
    "Source": "US Census"
   },
   {
    "Year": "1960",
    "% of US Adults (25+) with Bachelor's or Higher": "~8% (est.)",
    "Source": "US Census"
   },
   {
    "Year": "1970",
    "% of US Adults (25+) with Bachelor's or Higher": "~11%",
    "Source": "US Census"
   },
   {
    "Year": "1980",
    "% of US Adults (25+) with Bachelor's or Higher": "~17%",
    "Source": "US Census"
   },
   {
    "Year": "1990",
    "% of US Adults (25+) with Bachelor's or Higher": "~20%",
    "Source": "US Census"
   },
   {
    "Year": "2000",
    "% of US Adults (25+) with Bachelor's or Higher": "~26%",
    "Source": "US Census"
   },
   {
    "Year": "2010",
    "% of US Adults (25+) with Bachelor's or Higher": "~30%",
    "Source": "US Census"
   },
   {
    "Year": "2020",
    "% of US Adults (25+) with Bachelor's or Higher": "~33%",
    "Source": "US Census"
   },
   {
    "Year": "2024",
    "% of US Adults (25+) with Bachelor's or Higher": "~38.7% (40.1% women, 37.1% men)",
    "Source": "US Census (May 2026 release); Statista"
   }
  ],
  "data-gaps": [
   {
    "Topic": "Mesopotamian scribe counts",
    "What We Don't Know": "No reliable estimates exist for the absolute number of scribes in any Mesopotamian period. We know literacy was <1%, but population estimates themselves are uncertain by factors of 2–5x.",
    "Why It Matters": "Prevents a clean scribe-per-capita comparison with other civilizations"
   },
   {
    "Topic": "Islamic Golden Age literacy",
    "What We Don't Know": "No systematic data. Claims of \"5 million manuscripts\" are from secondary sources without clear methodology.",
    "Why It Matters": "The Islamic world is arguably the most important case study for the thesis (stability window → explosion → catastrophic destruction → non-recovery) but the quantitative foundation is weak"
   },
   {
    "Topic": "Buringh & Van Zanden methodology",
    "What We Don't Know": "The manuscript estimates, especially for early centuries (6th–10th), are built on multiple correction factors applied to a known-biased sample. The authors themselves note the non-robustness.",
    "Why It Matters": "The foundational quantitative dataset for European book production rests on extrapolations that could be off by large margins for early periods"
   },
   {
    "Topic": "Chinese output volumes",
    "What We Don't Know": "No equivalent of Buringh & Van Zanden exists for Chinese book production. Woodblock printing began centuries earlier, but no systematic production estimates have been compiled.",
    "Why It Matters": "China is potentially the strongest case for \"more scribes = more compounding\" (longest unbroken tradition, largest examination system) but the quantitative comparison is blocked"
   },
   {
    "Topic": "India",
    "What We Don't Know": "Almost no systematic data on scribal populations, output volumes, or literacy rates for pre-colonial India.",
    "Why It Matters": "A major literate civilization essentially missing from the quantitative record"
   },
   {
    "Topic": "Causation vs. correlation",
    "What We Don't Know": "All stability-window correlations are observational. We cannot disentangle whether scribal output *causes* civilizational stability or merely *reflects* it.",
    "Why It Matters": "The thesis claims scribes are the compounding mechanism — but the data can only show correlation"
   },
   {
    "Topic": "Pre-literate knowledge transmission",
    "What We Don't Know": "Oral traditions (Vedas, Homer, African griots) transmitted knowledge for centuries without writing. How much was \"lost\" when literacy replaced orality?",
    "Why It Matters": "Challenges the premise that writing is always strictly superior to oral transmission for knowledge compounding"
   }
  ]
 },
 "withheld": "Table 2A of the compilation (manuscripts by century, credited to Buringh and Van Zanden 2009) is left out: its ranges do not match that paper's Table 1 (for the 13th century it gives 200,000 to 350,000 where the paper gives 1,761,951). The manuscripts dataset carries the paper's figures as the book uses them."
}