Predictive Coding Technologies for the Modern Lawyer

Pages29-29
Date01 July 2023
AuthorRachel A. Harris
Subject MatterCivil Law
Published in Litigation News Volume 48, Number 4, Summer 2 023. © 2023 by the Amer ican Bar Association . Reproduced with pe rmission. All rights re served. This info rmation or any porti on thereof may not be c opied or disseminated in an y
form or by any means or sto red in an electronic da tabase or retrieval sy stem without the ex press writt en consent of the Amer ican Bar Associatio n.
BOOK REVIEW
Gone are the days of purely manual document
review. Today, lawyers are accustomed to prac-
ticing within a digital world built on troves of
electronically stored information (ESI). As our
modern world becomes even more reliant on
the Internet of Things, discovery of ESI can result in wading
through terabytes of data. Faced with this and the Federal
Rules of Civil Procedure’s mandate “to secure the just, speedy,
and inexpensive determination of every action and proceed-
ing,” there has been an increasing acceptance of advanced
e-discovery techniques by courts and practitioners.
Perspectives on Predictive Coding and Other Advanced
Search Methods for the Legal Practitioner, edited by Jason R.
Baron, Michael D. Berman, and Ralph C. Losey, is a denitive
resource for lawyers looking to understand where e-discovery
stands today and where the eld may be headed in the near
future. For those specialists who operate within the e-discovery
industry, the book details the latest technology and how courts
are responding. As one of the book’s editors noted, “[t]oday,
every lawyer conducting ‘discovery’ in civil litigation needs
to confront the fact that—no matter how large or small the
case may be—it is insufcient to simply dene the search task
as being limited to nding relevant documents in traditional
paper les. The legal profession lives and breathes in a world
of [ESI]. . . .”
Each of the book’s three editors graduated from law school
in 1980, so they have witnessed rsthand how discovery prac-
tice has transformed from searching through paper les to
utilizing automated technology tools and continuous machine
learning to expedite the review process. They have spent over
a decade engaged in researching, writing, and teaching about
how lawyers can search electronic evidence using smarter
methods than manual and keyword searching.
The book is a substantial 20 chapters by various authors,
divided into four parts. In the rst part, the book provides
preliminary observations about the limitations of traditional
e-discovery search techniques, such as keyword searching and
deduplication. The authors then explore the emerging accep-
tance of technology-assisted review (TAR) by the courts, high-
lighting key cases along the way.
In the second part, the book explains the differences among
various automated tools and methods that are grouped within
the TAR label, the differences between passive and active
machine-learning techniques, and the differences between
simple versus continuous machine learning. A framework is
also provided for developing customized predictive coding
workows. Notably, various perspectives are presented, includ-
ing from the federal and state courts, the plaintiffs’ and defen-
Predictive Coding Technologies for
the Modern Lawyer
Perspectives on Predictive Coding is available at http://bit.ly/LN484-perspectives.
dants’ bar, and small and
large cases.
In the third part,
leading experts in the
burgeoning eld of infor-
mation retrieval explain
the metrics that lawyers
need to understand to
be able to measure and
evaluate the effectiveness
of predictive coding and
other advanced search
technologies. The authors
explore quantitative, sta-
tistical tools that function
to ensure and demonstrate
a high-quality and cost-
effective review, while also
presenting practitioner
guides for measuring cost-for-completion tradeoffs while using
advanced search technologies. Along the way, the authors also
explore existing e-discovery standards, why there are so many
competing standards efforts when it comes to predictive cod-
ing, and what kind of standards operating outside the federal
rules could be applied to e-discovery practice.
In the fourth and nal part, the book explores how
advanced search methods are being integrated into aspects of
legal practice outside of litigation. For example, the authors
explore the use of predictive analytics in mergers, acquisi-
tions, and divestitures and its use in overall information gov-
ernance. In the nal chapter, author Kathryn Hume explores
how the near future may involve even more advanced search
methods springing from the eld of deep learning and neural
networks,”a type of machine learning using multiple comput-
ing layers designed to mimic the brain.
Comment 8 to Model Rule of Professional Conduct 1.1—
which relates to the “competence” of counsel—states that “a
lawyer should keep abreast of changes in the law and its prac-
tice, including the benets and risks associated with relevant
technology[.]” Thus, the litigator’s obligation to keep up with
developments in e-discovery and information search technol-
ogy is not optional. Perspectives on Predictive Coding and
Other Advanced Search Methods for the Legal Practitioner is a
new resource for cutting-edge electronic discovery technology
that every lawyer needs.
By Rachel A. Harr is, Litigation News Contributing E ditor
SUMMER 2 023 • VOL. 48 NO. 4
29 | ABA LITIGATION SECTIO N

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