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Papageorge: Predictive coding gaining support in courts

January 29, 2014
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Indiana Lawyer Focus

By John Papageorge

For attorneys handling larger litigation matters, electronically stored information – or ESI – has changed the landscape on how discovery is conducted. The days of manually reviewing boxes of client documents in cold warehouses have taken a backseat to wading through thousands – and in some cases millions – of emails and other electronic records.

Attorneys now are faced with the monumental task of collecting, reviewing and producing their own client’s electronic documents while also reviewing the opposing side’s electronic documents. This can lead to uncomfortable conversations with clients regarding the significant cost of the process.

Papageorge Papageorge

Supporters of predictive coding argue it makes the electronic discovery process less costly and less complicated. Predictive coding – a type of technology-assisted review or computer-assisted review – uses computers and algorithms to identify relevant and responsive documents in an automated manner. Unlike manual review, where the review is done by the most junior staff, predictive coding involves a more senior attorney or small team who review a “seed set” of documents for responsiveness.

The predictive coding system then applies the algorithms to identify properties of the seed set to automatically code the documents not reviewed by the attorneys. As the attorney team continues to code or identify additional responsive documents, the computer predicts the responsiveness of the universe of documents. Attorneys must review sample sets of documents coded by the computer and ultimately decide they have satisfied the requirements of Rule 26. In the end, the computer can identify thousands or even millions of responsive documents without the need for manual attorney review, saving clients thousands of dollars.

Predictive coding is gaining support in federal courts. In February 2012, United States Magistrate Judge Andrew J. Peck of United States District Court for the Southern District of New York, a leading authority on predictive coding, approved the use of predictive coding in Moore v. Publicis Groupe based on the following reasons: (1) the parties’ agreement, (2) the vast amount of electronically stored information (over three million documents), (3) the superiority of computer-assisted review to the available alternatives (i.e., linear manual review or keyword searches), (4) the need for cost effectiveness and proportionality under Rule 26, and (5) the transparent process proposed by one of the parties.

While Judge Peck cautioned that computer-assisted review is not appropriate in all cases, he did urge the bar to seriously consider using predictive coding in large-data-volume cases where it may save litigants a significant amount of legal fees for document review.

In April 2013, U.S. District Judge Robert L. Miller Jr. of the Northern District of Indiana issued a ruling in In re Biomet related to a discovery dispute involving keyword searches and predictive coding. Biomet produced millions of documents by initially using keyword searches to narrow the field of documents, followed by predictive coding to identify relevant documents to be produced. Biomet spent millions of dollars on electronic discovery. Plaintiffs objected to Biomet’s search method and argued that predictive coding should have been used from the outset. Plaintiffs wanted Biomet to start the discovery process over.

While Judge Miller stated that predictive coding from the outset might have unearthed additional documents, he ultimately rejected plaintiffs’ request to start over because Biomet, through the use of keyword searches and predictive coding, had satisfied the requirements of Rule 26 and the cost to start over outweighed any benefits of starting over. Judge Miller did tell plaintiffs that if they wanted documents produced via predictive coding only, they could pay the additional costs.

In May 2013, in Gordon v. Kaleida Health, an employment matter pending in the Western District of New York, the parties asked the court to resolve a discovery dispute involving approximately a quarter of a million electronic documents. For more than a year, the parties attempted, without success, to agree on how to achieve a cost-effective review of defendants’ voluminous emails using keyword search methodology. The court was dissatisfied with the lack of progress using keyword searches, and it pointed to predictive coding as another option.

After defendants decided to use predictive coding, the parties then fought over plaintiffs’ use of a conflicted consultant. Plaintiffs also took the position that the parties must negotiate a transparent protocol to guide the use of predictive coding software. Defendants, on the other hand, asserted that courts do not order parties in ESI discovery disputes to agree to specific protocols to facilitate computer-assisted review, based on the general rule that ESI production is within the sound discretion of the producing party. Because defendants ultimately agreed to meet and discuss the production using predictive coding, the court did not rule on the protocol dispute.

As caselaw develops on predictive coding, the issue of transparency related to predictive coding will be one to watch.

For larger litigation matters, predictive coding is here to stay, although the process is ever-changing. Many issues need to be resolved related to predictive coding, but cooperation and transparency will certainly take center stage. And as costs continue to escalate, courts will be faced with ongoing disputes over who pays for what.

Even after these disputes are resolved, parties must find the key documents that can be used to win the case. Maybe searching boxes of documents in a cold warehouse was not so bad after all.•

__________

John Papageorge – jpapgeorge@taftlaw.com – is a partner with Taft Stettinius & Hollister LLP, practicing complex civil litigation with significant experience handling issues related to electronic discovery. He serves as the firm’s e-discovery practice contact. The opinions expressed are those of the author.

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  1. Am I the only one who sees that the City is essentially giving away the MSA site AND giving millions to build new buildings on the site when this site would be the perfect place for the Justice Complex? Across from City-County, check; keeping it centrally located, check, etc. It's my understanding that the GM site must be purchased by the City from Motors Liquidation Company. STOP WASTING WHAT WE ALREADY HAVE AND OUR TAX DOLLARS! The Ballard Administration has not been known for it's common sense...never voted for him and never will!

  2. This guy sounds like the classic molester/manipulator.

  3. Louis D. Brandeis was born in 1856. At 9 years of age it would have been 1865. The Brandeis family did not own slaves. My source Louis D. Brandeis: A Life, by Melvin L. Urofsky.

  4. My name is Matthew Lucas Major, I recently went through a jury trial in Bloomington , In. It was the week of Feb 19-21. Although I have been incarcerated since August 5, 2014. The reason I 'am writing to you sir is on the 21 of February the jury came in with a very excessive and wrongful verdict of guilty on 6 child molesting charges against my daughter who was 9 at the time I was accused. I also had 2 other Felonies one of Intimidation and 1 of Sexual Vicarious Gratification. Judge Marc Kellam on the second day of trial gave me a not guilty on those 2 felonies. The jury was sent out during that time and when brought back Judge Kellam told them to not concern themselves with the 2 Felonies that he ruled on them. They were told to not let evidence they had already heard influence there verdicts. I never in my life touched any child sexually and definitely not with my own daughter. When I was arrested Detective Shawn Karr told me I would be convicted guilty just on my daughters word even without evidence. That's just what happened. my public defender did me so wrong he never once proved to the court and jury all the lies the child told, and Jeremy Noel my public defender could of proven the lies easily. The stories in Serenity's depositions and Forensic interview changed and were not consistent as Prosecutor Darcie Fawcett claimed they were. Yet my attorney never mentioned that. The facts that the child accused me of full penetration in her vagina and rectum was proven lies. Doctor Roberta Hibbard of Riley hospital in Indianapolis confirmed Serenity's hymen intact, no scars, no tearing, no signs of rape to her. Yet my attorney didn't use that knowledge . the DNA was all in my favor. I tell you I will spend my entire life in prison going through rape and beatings etc. even Judge Kellam abused his authority by telling the jurors to listen and believe what the prosecutors side in evidence like my daughters testimony. In one interview with the detectives my daughter got flustered with her mom and said on camera " I'm saying what you told me to mom"!! Yet Mr. Noel said nor did anything to even resemble a defense attorney. Judge Kellam allowed edited version of a taped conversation between the child and her mother. Also Judge Kellam allowed the Prosecutor too bring in to my case a knife found under my seat, the knife wasn't part of my case. She was allowed by my attorney and the judge to put a huge picture of it on the screen and huge picture of my naked privates in a full courtroom and open court. Ms. Fawcett says to jury see how easy Mr. Major could reach the knife and cut his Childs throat. Even though I had no weapons charge against these cases. This gave the jurors prejudice thought against me thinking I threatened her with that knife and how scared she would of been knowing i could get it and kill her. On my sentencing court March 19, 2014 my public defender told Judge Kellam he wish to resign from being my attorney and wished for the court to give me outside council to file a error to trial or appeal. We were denied. Now after openly knowing my public defender don't want to represent me he has to. Well when as parents we make our kids clean a room when they really don't wish to, well the child will but don't mean she will do a good job, that's where I'm at with Mr. Noel. please dont ignore mine and my families pleas for your help . we have all the legal proof you could need to prove Im innocent. Please dont make my spend years in prison innocent when you can fix this wrong. Im not saying Im a perfect man or that I was a perfect dad to my 2 children none of us are. Ive made some bad choices in life and I paid for them. But I didnt ever touch or rape my daughter . I love my children with all my heart. And now through needing attention and a ex-wife who told my granny several times she wish she could put me in prison to get me out of their lives. Well my ex finally accomplished her goal. Sad part is she is destroying our daughter with all this horrific lies and things she taught my daughter to say. My daughter will need therapist to ever hope for a chance of a normal life after what she had done to her by her mom and their side of the family. My daughter told everyone even on stand she had a dream months before i supposedly molested her in this dream I was molesting her and when I finally did it matched her dream perfectly. She admitted to watching movies about little girls being molested and watching U-Tube videos about child molesting all before it happened supposedly to her. Doesn't that sound very unusual that a non molested 9 yr old would need to know so much about being molested? The only reason I could think a 9 year old would need so much information is to be prepared to know what to say and be able to say how it felt what took place etc.. So when questioned by authorities she would be prepared. And there again sir if a parent is pre grooming a 9 year old child she would need intimate details . Like telling her daughter about a couple moles on my private area. The child admitted to sneaking my cell and looking many many times at nudes of me and my girlfriend even one where my penis was entering my girlfriends vagina. In that picture my moles are obvious. Yet when prosecutor showed everyone in court my privates and pictures of the moles she said the only way the child would know about them is if she saw them for herself. My attorney once again said nothing about the pictures my child saw. Or could a ex-wife be able to describe my moles to help her case against getting rid of me? I beg you help me. This is my very existence. Ive lost everything , a good job, a wonderful girlfriend, my freedom, but worse thing Ive lost is my children. They were my reason to get up every morning and strive to be better. The wonderful bond I had with my Serenity is gone. After this I would be afraid to even hug her for fear of what next can they do to me. I'm not afraid to tell you I sit here in this cell and try to hold back my tears. Everyone knows you cant show weakness in prison. My life has already been threatened here at Wabash Valley Prison. After only 3 days of arrival. I was tricked into signing a waiver now Im in G Block General Population with 6 child molesting felony charges. Mrs. Hart as a 18 year old I almost died hooked to machines in hospital almost 1 month and now I know that fear was childish compared to this . I cant help but put emotions in this, after all Mrs. Hart Im human and God help Me I never been more afraid in my life. I didnt hurt my little girl I didnt touch her sexually. As much as it shreds me and fills my mind what Im facing I worry more about my mom and granny because of their great love for me mam they are suffering so deeply. I aint done this things but my loved ones suffering right along beside me and If you take my case you will be in essence freeing them also. I sent momma this letter and asked her to email it to you. I'm scared I have been done so unjustly by our legal system and I need you to fix this and give me freedom. I ask you please don't just ignore my pleas. Here in America its nice to be able to trust our legal justice system, well they destroyed my and my loved ones trust in our justice system . And I'm trusting in You !!! My entire family is suffering this nightmare with me. My 77 year old granny had a stroke and isn't doing so well. My single mother that raised 3 kids alone is dying from Lupus and since my arrest has stayed so sick and weary. Our lives torn to peices by a government I was taught I could trust in. my momma has tried so many innocent project and wrongfully accused and cant get anywhere. please please help me. A quote from the late Nelson Mandela: To be free is not merely to cast off ones chains, But to live in a way that respects and enhances The Freedom Of Others. I have Faith in you and your clinic to cast my chains off and give me freedom I do deserve as a wrongfully accused Man, son, brother, father, friend. Matthew Major DOC# 246179 Cause # : 53c02-1308-FA-000779 God Bless you. Please contact me with your decision so I know you made a life changing decision for me , just please at least write me so I know you care enough about your citizens to respond to cries for your help. You can speak openly with my mother Charlotte Spain (828) 476-0406: 71 Lakeview Dr. Canton, NC 28716 Thank You Matthew Major I know yall get thousands of request and inmates claiming innocence, and each person who are innocent deserve to have organizations like yours willing to fight for them and I give yall so much Thanks and I thank God everyday yall are out there caring enough to help free the innocents. Since discovering firsthand how easily lives and families can be destroyed by Poor Defense attorneys not doing their job . And Prosecutors allowed to do as they please in court

  5. Frankly, it is tragic that you are even considering going to an expensive, unaccredited "law school." It is extremely difficult to get a job with a degree from a real school. If you are going to make the investment of time, money, and tears into law school, it should not be to a place that won't actually enable you to practice law when you graduate.

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