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‫ך‬ָ‫פ‬ֲ‫ה‬	
  ְ‫ב‬ָּ‫ה‬	
  ּ‫ך‬ָ‫פ‬ֲ‫ה‬ַ‫ו‬	
  ְ‫ב‬ָּ‫ה‬	
  ּ
‫ד‬ְּ‫ל‬ֹ‫כ‬ָּ‫א‬	
  ‫ה‬ָ‫ב‬	
  .ּ
Self-­‐conceptions	
  
Values	
  
Aspirations	
  
Can also reveal patterns of:
social organization,
social processes,
social change over time.
Lines of Transmission
Massive corpora of texts:
Collected, redacted, and compiled
across centuries and locations.
Often feature references and
citations to previous or
contemporary sources.
Allows social investigations into
shifts and differences in doctrine,
practice, as well as the
organization of religious concepts
and bodies of knowledge.
Ways of Knowing
Library Methods: selecting and reading through particular sections
using the physical page or digital copy page by page, or use
information found in associated dictionaries and databases to find
and use relevant data.
(New) Ways of Knowing?
Computational Methods: search, sort, parse, re-organize data,
repeatedly iterate commands across millions of lines of text. More
streamlined and efficient processes, can handle much larger
workloads, and can be infinitely customized to meet the criteria of
particular research questions.
Competing Paradigms
Builder: interested in maintaining the structural integrity of the body of texts
out of a desire to sense that scripture presents complete and coherent portrait
of one's world.
Archaeologist: extracting insights into social facts - "neither obligated nor
expected to offer a strained resolution”…"does not strive to create harmony in
a place where it does not exist” (Kulp & Rogoff 2014).
	
  
Sociological Data in the Talmud?
37 different volumes, or tractates, 6 major organizing orders:
Zeraim (“Seeds”): agricultural laws and practices
Moed (“Festival”): religious holy days
Nashim (“Women”): betrothal, marriage, divorce, and adultery
litigation
Nezikin (“Damages”): property, physical harm
Kodashim (“Holies") and Tohorot (“Purities”):
rites, laws of worship in the Jewish Temple
Case Study: Betrothal
Also changed by medieval scholars
and codified into Jewish law, and
then cited by authorities through
history leading up to the 21st
Century. Massiveamounts of
information about how a text has
been adapted, and its application
changed over time among a
significant population, over a span
of 2,000 years.
Mishna Babylonian Talmud
Consumated through sexual
intercourse.
Adultery -> automatic divorce.
Less time to plan wedding.
Consumated through exchange of
money between bride and groom.
Adultery -> reduction in value of
prenuptial entitlement.
More time to plan wedding!
Talmud as Open
Source Big Data
Printing press drastically expanded access
to Talmud. Moved from domain of elites to
foundation for intensely text-based
religious practice, academic critique.
Sefaria Project:
Digitizing majority of all Jewish texts
Online collaboration by laypeople on
generating open source, non-copyrighted
translations,
Sharing collections of “source sheets.”
Mostly communal endeavor embarked
upon for the sake of increasing availability
of texts to a wide audience, and is
sustained by donations and grants from
non-profits devoted to Jewish education -
mostly features of the “sharing
economy” (Lessig 2008)
APIs, Code Sharing,
Mobile/Web Applications
Mapping Social Environments
Capacity to capture all - or nearly all - relevant text
on a given topic opens up exciting new lines of
meso-and macro-level inquiry into cultural
environments (Bail 2014).
Mapping Social Change
Alternative classifications
according to theoretically and
empirically-driven sorting of
content.
Differences between the
traditional classification and the
ones generated using automated
processes and algorithms could be
worthy of analysis.
(Re)Classification
And now for some perils!
Narrowing effects of online databases (Evans 2008).
A Mixed Methods Solution
Combining	
  both	
  approaches,	
  taking	
  both	
  the	
  priorities	
  and	
  
emphases	
  of	
  traditional	
  study	
  and	
  the	
  conveniences	
  and	
  totality	
  
of	
  computational	
  methods	
  with	
  a	
  grain	
  of	
  salt.	
  Developing	
  a	
  
discerning	
  intuition	
  for	
  the	
  right	
  combination.	
  
Thank you!
Further Questions?
danya@uchicago.edu
Research made possible by the Fuerstenberg
Fellowship at the University of Chicago.

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“For Everything is In It”:Scripture, the Internet, and Social Research in the Age of Big Data

  • 1.
  • 2. ‫ך‬ָ‫פ‬ֲ‫ה‬  ְ‫ב‬ָּ‫ה‬  ּ‫ך‬ָ‫פ‬ֲ‫ה‬ַ‫ו‬  ְ‫ב‬ָּ‫ה‬  ּ ‫ד‬ְּ‫ל‬ֹ‫כ‬ָּ‫א‬  ‫ה‬ָ‫ב‬  .ּ Self-­‐conceptions   Values   Aspirations   Can also reveal patterns of: social organization, social processes, social change over time.
  • 3. Lines of Transmission Massive corpora of texts: Collected, redacted, and compiled across centuries and locations. Often feature references and citations to previous or contemporary sources. Allows social investigations into shifts and differences in doctrine, practice, as well as the organization of religious concepts and bodies of knowledge.
  • 4. Ways of Knowing Library Methods: selecting and reading through particular sections using the physical page or digital copy page by page, or use information found in associated dictionaries and databases to find and use relevant data.
  • 5. (New) Ways of Knowing? Computational Methods: search, sort, parse, re-organize data, repeatedly iterate commands across millions of lines of text. More streamlined and efficient processes, can handle much larger workloads, and can be infinitely customized to meet the criteria of particular research questions.
  • 6. Competing Paradigms Builder: interested in maintaining the structural integrity of the body of texts out of a desire to sense that scripture presents complete and coherent portrait of one's world. Archaeologist: extracting insights into social facts - "neither obligated nor expected to offer a strained resolution”…"does not strive to create harmony in a place where it does not exist” (Kulp & Rogoff 2014).  
  • 7. Sociological Data in the Talmud? 37 different volumes, or tractates, 6 major organizing orders: Zeraim (“Seeds”): agricultural laws and practices Moed (“Festival”): religious holy days Nashim (“Women”): betrothal, marriage, divorce, and adultery litigation Nezikin (“Damages”): property, physical harm Kodashim (“Holies") and Tohorot (“Purities”): rites, laws of worship in the Jewish Temple
  • 8. Case Study: Betrothal Also changed by medieval scholars and codified into Jewish law, and then cited by authorities through history leading up to the 21st Century. Massiveamounts of information about how a text has been adapted, and its application changed over time among a significant population, over a span of 2,000 years. Mishna Babylonian Talmud Consumated through sexual intercourse. Adultery -> automatic divorce. Less time to plan wedding. Consumated through exchange of money between bride and groom. Adultery -> reduction in value of prenuptial entitlement. More time to plan wedding!
  • 9. Talmud as Open Source Big Data Printing press drastically expanded access to Talmud. Moved from domain of elites to foundation for intensely text-based religious practice, academic critique. Sefaria Project: Digitizing majority of all Jewish texts Online collaboration by laypeople on generating open source, non-copyrighted translations, Sharing collections of “source sheets.” Mostly communal endeavor embarked upon for the sake of increasing availability of texts to a wide audience, and is sustained by donations and grants from non-profits devoted to Jewish education - mostly features of the “sharing economy” (Lessig 2008)
  • 11. Mapping Social Environments Capacity to capture all - or nearly all - relevant text on a given topic opens up exciting new lines of meso-and macro-level inquiry into cultural environments (Bail 2014).
  • 13. Alternative classifications according to theoretically and empirically-driven sorting of content. Differences between the traditional classification and the ones generated using automated processes and algorithms could be worthy of analysis. (Re)Classification
  • 14. And now for some perils! Narrowing effects of online databases (Evans 2008).
  • 15. A Mixed Methods Solution Combining  both  approaches,  taking  both  the  priorities  and   emphases  of  traditional  study  and  the  conveniences  and  totality   of  computational  methods  with  a  grain  of  salt.  Developing  a   discerning  intuition  for  the  right  combination.  
  • 16. Thank you! Further Questions? danya@uchicago.edu Research made possible by the Fuerstenberg Fellowship at the University of Chicago.