{
  "educational_attainment": "Master of Science in Environmental Engineering, Oklahoma State University; Bachelor of Science in Chemical Engineering, Tamkang University",
  "educational_attainment_source": "https://www.ly.gov.tw/EngPages/List.aspx?nodeid=1894",
  "prior_occupation": "Associate Engineer at the Industrial Technology Research Institute (ITRI)",
  "prior_occupation_source": "https://election.ltn.com.tw/2016/legislator/candidate/587/249",
  "class_background": "Middle class/professional",
  "class_background_source": "https://election.ltn.com.tw/2016/legislator/candidate/587/249",
  "birth_year": 1959,
  "birth_year_source": "https://en.wikipedia.org/wiki/Liu_Shyh-fang",
  "birth_place": "Taipei City, Taiwan",
  "birth_place_source": "https://www.votetw.com/data/candidate/劉世芳",
  "disability_status": "Unknown",
  "disability_status_source": "https://en.wikipedia.org/wiki/Liu_Shyh-fang",
  "sexual_orientation": "Unknown",
  "sexual_orientation_source": "https://en.wikipedia.org/wiki/Liu_Shyh-fang"
}