Monthly Archives: April 2017

Highlights from Ipro Innovations 2017

The 16th annual Ipro Innovations conference was held at the Talking Stick Resort.ipro2017_stage  It was a well-organized conference with over 500 attendees, lots of good food and swag, and over two days worth of content.  Sometimes, everyone attended the same presentation in a large hall.  Other times, there were seven simultaneous breakout sessions.  My notes below cover only the small subset of the presentations that I was able to attend.  I visited the Ipro office on the final day.  It’s an impressive, modern office with lots of character.  If you are wondering whether the Ipro people have a sense of humor, you need look no farther than the signs for the restrooms.ipro2017_bathroom

The conference started with a summary of recent changes to the Ipro software line-up, how it enables a much smaller team to manage large projects, and stats on the growing customer base.  They announced that Clustify will soon replace Content Analyst as their analytics engine.  In the first phase, both engines will be available and will be implemented similarly, so the user can choose which one to use.  Later phases will make more of Clustify’s unique functionality available.  They announced an investment by ParkerGale Capital.  Operations will largely remain unchanged, but there may be some acquisitions.  The first evening ended with a party at Top Golf.ipro2017_topgolf

Ari Kaplan gave a presentation entitled “The Opportunity Maker,” where he told numerous entertaining stories about business problems and how to find opportunities.  He explained that doing things that nobody else does can create opportunities.  He contacts strangers from his law school on LinkedIn and asks them to meet for coffee when he travels to their town — many accept because “nobody does that.”  He sends postscards to his clients when traveling, and they actually keep them.  To illustrate the value of putting yourself into the path of opportunity, he described how he got to see the Mets in the World Series.  He mentioned as a way to get exposure for yourself as an expert.

One of the tracks during the breakout sessions was run by The Sedona Conference and offered CLE credits.  One of the TSC presentations was “Understanding the Science & Math Behind TAR” by Maura Grossman.  She covered the basics like TAR 1.0 vs. 2.0, human review achieving roughly 70% recall due to mistakes, and how TAR performs compared to keyword search.  She mentioned that control sets can become stale because the reviewer’s concept of relevance may shift during the review.  People tend to get pickier about relevance as the review progresses, so an estimate of the number of relevant docs taken on a control set at the beginning may be too high.  She also warned that making multiple measurements against the control set can give a biased estimate about when a certain level of performance is achieved (sidenote: this is because people watch for a measure like F1 to cross a threshold to determine training completeness, which is not the best way to use a control set).  She mentioned that she and Cormack have a new paper coming out that compares human review to TAR using better-reviewed data (Tim Kaine’s emails) that addresses some criticisms of their earlier JOLT study.ipro2017_computers

There were also breakout sessions where attendees could use the Ipro software with guidance from the staff in a room full of computers.  I attended a session on ECA/EDA.  One interesting feature that was demonstrated was checking the number of documents matching a keyword search that did not match any of the other searches performed — if the number is large, it may not be a very good search query.

ipro2017_salsaAnother TSC session I attended was by Brady, Grossman, and Shonka on responding to government and internal investigations.  Often (maybe 20% of the time) the government is inquiring because you are a source of information, not the target of the investigation, so it may be unwise to raise suspicion by resisting the request.  There is nothing similar to the Federal Rules of Civil Procedure for investigations.  The scope of an investigation can be much broader than civil discovery.  There is nothing like rule 502 (protecting privilege) for investigations.  The federal government is pretty open to the use of TAR (don’t want to receive a document dump), though the DOJ may want transparency.  There may be questions about how some data types (like text messages) were handled.  State agencies can be more difficult.

Talking Stick ResortThe last session I attended was the analytics roundtable, where Ipro employees asked the audience questions about how they were using the software and solicited suggestions for how it could be improved.  The day ended with the Salsa Challenge (as in food, not dancing) and dinner.  I wasn’t able to attend the presentations on the final day, but the schedule looked interesting.