{\rtf1\ansi\ansicpg1252\cocoartf1504\cocoasubrtf820 {\fonttbl\f0\fswiss\fcharset0 Helvetica;} {\colortbl;\red255\green255\blue255;\red0\green0\blue0;} {\*\expandedcolortbl;;\cssrgb\c0\c0\c0;} {\*\listtable{\list\listtemplateid1\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid1\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid1} {\list\listtemplateid2\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid101\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid2} {\list\listtemplateid3\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid201\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{hyphen\}}{\leveltext\leveltemplateid202\'01\uc0\u8259 ;}{\levelnumbers;}\fi-360\li1440\lin1440 }{\listname ;}\listid3} {\list\listtemplateid4\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid301\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{hyphen\}}{\leveltext\leveltemplateid302\'01\uc0\u8259 ;}{\levelnumbers;}\fi-360\li1440\lin1440 }{\listname ;}\listid4} {\list\listtemplateid5\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid401\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{hyphen\}}{\leveltext\leveltemplateid402\'01\uc0\u8259 ;}{\levelnumbers;}\fi-360\li1440\lin1440 }{\listname ;}\listid5} {\list\listtemplateid6\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid501\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{hyphen\}}{\leveltext\leveltemplateid502\'01\uc0\u8259 ;}{\levelnumbers;}\fi-360\li1440\lin1440 }{\listname ;}\listid6} {\list\listtemplateid7\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid601\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{hyphen\}}{\leveltext\leveltemplateid602\'01\uc0\u8259 ;}{\levelnumbers;}\fi-360\li1440\lin1440 }{\listname ;}\listid7} {\list\listtemplateid8\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid701\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid8}} {\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}{\listoverride\listid2\listoverridecount0\ls2}{\listoverride\listid3\listoverridecount0\ls3}{\listoverride\listid4\listoverridecount0\ls4}{\listoverride\listid5\listoverridecount0\ls5}{\listoverride\listid6\listoverridecount0\ls6}{\listoverride\listid7\listoverridecount0\ls7}{\listoverride\listid8\listoverridecount0\ls8}} \margl1440\margr1440\vieww14160\viewh16500\viewkind0 \deftab720 \pard\pardeftab720\sl560\partightenfactor0 \f0\b\fs48 \cf2 \expnd0\expndtw0\kerning0 Discussion Topics\ \pard\pardeftab720\sl420\partightenfactor0 \fs36 \cf2 What is Small Data?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls1\ilvl0 \b0\fs26 \cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 The Big Data era was marked by changes in fundamental data management assumptions. Broadly, how are these assumptions changing now?\ \ls1\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Broadly, what are the challenges that you see arising from these assumptions changing?\ \ls1\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Broadly, what is "Small Data" to you?\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Time Outline \b0\fs26 \ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls2\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }1:30 -- start\ {\listtext \'95 }2:00 -- Motivation\ {\listtext \'95 }2:25 -- Challenges\ {\listtext \'95 }2:40 -- Proposed Solutions\cf2 \expnd0\expndtw0\kerning0 \uc0\u8232 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Interfacing with Small Data (End ~2:10)\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls3\ilvl0 \b0\fs26 \cf2 \kerning1\expnd0\expndtw0 \strike \strikec2 {\listtext \'95 }\expnd0\expndtw0\kerning0 Who (or what) are the users targeted by (like being hunted by?) small data?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls3\ilvl0\cf2 \kerning1\expnd0\expndtw0 \strike0\striked0 {\listtext \'95 }What kinds of infrastructure is / will be required for accessing small data?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls3\ilvl1\cf2 {\listtext \uc0\u8259 }Is it even possible to provide the same degree of infrastructure support for small data as for big data?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls3\ilvl0\cf2 {\listtext \'95 }\expnd0\expndtw0\kerning0 What is/are the right languages/interfaces for interacting with small data?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls3\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Is SQL overkill? Is declarative programming the right model?\ \ls3\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Should we be working with Excel?\ \ls3\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Are ORMs the answer?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls3\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What are the human factors affecting "small data" management?\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \uc0\u8232 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Making Data More Personal (End ~2:20)\ \pard\pardeftab720\sl300\partightenfactor0 \b0\fs26 \cf2 One implication of "Small Data" is data becoming more personal:\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls4\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What kinds of data can I collect about me and my life?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls4\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Relatedly, what kinds of data are already being collected about me and my life?\ \ls4\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 How can I leverage this data to improve my life / myself / the world around me?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls4\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 How can we help non-technical users to better discover (and leverage) data available about them?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls4\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Can I know/control what data is collected about me. With whom it is shared? (EU policies vs. US policies)\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls4\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What are the implications, whether good or bad, of more of "my" data being digitized?\ \ls4\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 How do I maintain control over my data?\ \ls4\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What can databases do to improve my control over my data?\ \ls4\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Is it practical, or even possible to make "Big Data" into Small Data?\uc0\u8232 \ \pard\tx720\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Moving Data to the Edge (End ~2:30)\ \pard\tx720\pardeftab720\sl300\partightenfactor0 \b0\fs26 \cf2 Small data is a consequence of data processing moving to millions of edge devices\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls5\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Why is data processing moving out to edge devices?\ \ls5\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What types of data processing happen at the edge?h\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls5\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Are there good models and/or benchmarks for these types of workloads?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls5\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What kinds of limitations or challenges does edge processing run into?\ \ls5\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Are there ways in which edge processing is easier?\ \ls5\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What tools are available for data processing out at the edge?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls5\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 What are the limitations of these tools, and how might those limitations be overcome?\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls5\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Classically, the database community favors monolithic data management solutions. Is that the right choice for edge computing? Why so or why no?\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \uc0\u8232 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Making Data More Accessible (End ~2:40)\ \pard\pardeftab720\sl300\partightenfactor0 \b0\fs26 \cf2 Another implication of "Small Data" is the opportunity for transparency into research, news, etc...\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls6\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What is the right way to make research, news, and other data summarized by humans accessible to a public that may want to re-use it?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls6\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 e.g., ProPublica/Open Govt approach: Dump & Document CSV files\ \ls6\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 e.g., Bloomberg/NYTimes approach: Interactive Visualizations\ \ls6\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 e.g., Jens's Janiform Documents\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls6\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What are good guidelines for transparency in data reporting?\ \ls6\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 How can databases support making data transparent and accessible?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls6\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }Data Discovery\ {\listtext \uc0\u8259 }Data Curation\ {\listtext \uc0\u8259 }Data Exposition\expnd0\expndtw0\kerning0 \ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls6\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What types of tools exist to facilitate data discovery?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls6\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 What are the limitations of these tools and how might those limitations be overcome?\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \uc0\u8232 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Open Data (End ~2:50)\ \pard\pardeftab720\sl300\partightenfactor0 \b0\fs26 \cf2 On the personal side of small data, governmental open data is giving us unprecedented insight into our communities\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls7\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 How are people making use of governmental open data?\ \ls7\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 What are the challenges in getting governments to release open data, and how might those challenges be overcome?\ \ls7\ilvl0\kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Some might argue that placing a barrier between datasets and the public is a good thing --- that non-statisticians shouldn't be trying to make claims based on what are likely to be messy and noisy datasets. Do you agree/disagree? and why?\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls7\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Is this a challenge that can be overcome if we give the public the right tools?\ \ls7\ilvl1\kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 On a related note, what happens when "Big Data" isn't enough? (i.e., when the open data is too sparse to make inferences about)\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls7\ilvl0\cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 Broadly, how can we make open data more accessible? (or more safely accessible?)\ \pard\tx940\tx1440\pardeftab720\li1440\fi-1440\sl300\partightenfactor0 \ls7\ilvl1\cf2 \kerning1\expnd0\expndtw0 {\listtext \uc0\u8259 }\expnd0\expndtw0\kerning0 Issue with anonymity of open data (see NYC taxi example)\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \uc0\u8232 \ \pard\pardeftab720\sl420\partightenfactor0 \b\fs36 \cf2 Closing\ \pard\tx220\tx720\pardeftab720\li720\fi-720\sl300\partightenfactor0 \ls8\ilvl0 \b0\fs26 \cf2 \kerning1\expnd0\expndtw0 {\listtext \'95 }\expnd0\expndtw0\kerning0 If you could get the database research community to work on one thing related to small data, what would that be?\ \pard\pardeftab720\sl300\partightenfactor0 \cf2 \uc0\u8232 }