Showing posts with label Call Detail Records. Show all posts
Showing posts with label Call Detail Records. Show all posts

Tuesday, April 19, 2022

Pretty Maps & Plea Bargains: Tips on Handling Cellular Records Analysis in Criminal Defense Cases

April 19, 2022


Pretty Maps & Plea Bargains: Tips on Handling Cellular Records Analysis in Criminal Defense Cases


I’m going to be blunt from the start:  If you are not using a trained, qualified, experienced & knowledgeable analyst for cellular records analysis (i.e., historical cell site location), then you are doing your client a large disservice, regardless of the side you’re representing.  Furthermore, if you’re taking what the other side tells you as 100% truth, you’re already behind the curve.


Do I have your attention?


Why Do I say this?  Because I’m coming off the likely second murder acquittal in about a year where the government used analysts to try and pinpoint their suspect’s location using historical cell site location data to illustrate that the Defendant was in or around a relevant location (i.e., crime scene) at or around the incident being investigated and prosecuted.  Both of these analysts were from federal 3-letter agencies and had allegedly analyzed the same records I was provided.  I’ll get more into the specifics later…


Historical Cell Site Analysis at a Glance


Before we get into specific case examples, we should define and discuss briefly what historical cell site location records are and are not.  There are volumes of articles and at least one book written on the topic, but I’ll try to trim the fat off the conversation to a simple definition:


Cellular companies keep records of activity on their network.  This activity often involves the phone’s use (calls, texts and data) and listing of particular cell sites (i.e., towers) used for these events, which are most commonly divided into three sectors in a 360-degree radius.  This means that each sector on most cell sites covers an area of roughly 120-degrees.  Please note, there are exceptions to this.  However, with the data that is acquired in the investigation and litigation process from the cellular provider, we can map these cell sites, using their verified GPS coordinates, and use the sector-specific information contained in the records to map generalized location of a cell phone that is allegedly tied to a Defendant or litigant.  


Depending on the timing of the request to the cellular provider, we can also potentially receive and map what are commonly referred to as “specialized location records”, which attempt to estimate the GPS (longitude & latitude) coordinate estimates of the phone itself, within a certain confidence level detailed in the records.  These records can be problematic when used as evidence, but this is where the knowledge and competence level of the analyst also becomes crucial.


It should be noted that these records were never intended to be used in litigation.  They are held by the cellular providers to help increase the user experience and efficiency on the cellular network.  It just so happens that the ubiquitous nature of cell phones in daily life has led to the location of a cell phone (and potentially the person carrying it) to be valuable data in criminal and civil litigation when analyzed & presented competently.


Not All Analysts Are Created Equal


Just like in the practice of law, medicine, auto mechanics, etc., it is a truism in cellular analysis that not all analysts possess the same work ethic, knowledge, training, capability or level of competence.  The vast majority of historical cell site data analysts work for the government, and as such, can present their data and analysis with an air of confidence and authority.  But I have seen multiple cases where this simply is not the case.  Consider the following examples:


Case study #1:  A homicide where data records were used to try and tie the Defendant to the phone.  Defendant’s primary phone in use was not in question, but the government attempted to illustrate that the “burner” or “drop” phone with which the victim last communicated also belonged to the Defendant by correlating the location of the two phones (known phone & burner phone) together over time, as well as attempting to tie the burner phone and defendant to the area where the victim’s body was located.


Defense Counsel hired a private-sector analyst (me) to conduct an independent analysis of the records and confirm or refute the assertions of the government with regard to this analysis.  The problem was, the 3-letter agency’s analysis contradicted itself without explanation.  See below image that was entered into evidence as part of the larger initial analysis:  




Map #1


Pretty map, isn’t it?  The problem, as is highlighted in the red boxes (upper left and lower right), is that this map puts the burner phone (events cited in the red boxes & wedges) miles apart at virtually the same time.  No explanation was provided in the report for this.  When this was brought forth in cross-examination of the government’s analyst, they testified that their agency calls this “teleportation”.  And no, that’s not a joke.


There’s actually a very reasonable explanation for this, which was not relayed to the jury until the analyst was called back to the stand in rebuttal of my testimony and, as coincidence would have it, produced a much more detailed map.  Regardless, the Defendant was acquitted of the murder charge.  Was it because of this?  I have no idea.  But I’m sure this didn’t help the jury’s confusion about this data… Nor did the “teleportation”!


Case Study #2:  A homicide where the Defendant was accused of the murder and assisting the shooter (who was found guilty prior to our Defendant’s trial) in getting away from the crime scene.  The 3-letter agency analyst produced a very short report/analysis, which lacked many things.  Take a look at one of the images and I’ll explain what’s lacking:




Map #2


Another beautiful map!  But what’s missing?  First, the crime scene is barely visible amongst the other noise on the map.  The map is hard to decipher.  Second, two crucial pieces are missing – the illustration of other cell sites in the area as well as any other potentially relevant locations.  And not simply alibi locations either – basic things like the Defendant’s home, which is actually within this map view, but you’d never know it because it wasn’t included in the illustration.  Simply put, this is an incomplete analysis.  It seeks to prove a theory and disregards the context.  


What are the cell sites and why is that important?  There are dozens of cell sites in the area of the above map (#2), some of which are closer to the crime scene.  And while I cannot emphasize strongly enough that it is not 100% true that the phone always connects to the closest cell site, without the illustration of where the other cell sites are located, we don’t even have enough information to scrutinize.  It’s an analysis in a bubble.  The green & red dots on map #1 --  Those are the cell sites in a fairly populated metropolitan area, similar to the area in the map #2.  Here’s the same event from map #2 in the same area from the same case, but with the context added (and easier to decipher):




Those orange dots are all cell sites for this cellular carrier in the area not used for this event.  The other potentially relevant locations, as well as the crime scene, have also been added to this map.  The final potentially relevant piece is the terrain of the area.  While not a large issue in this particular example, geographical features like terrain can have an effect on which cell site the cellular device chooses to use.  For further context, this usage event was 4 minutes after the shooting (as verified by surveillance video time stamp).  As you can see, there are several cell sites in between this event and the crime scene, but again, the cell phone will NOT always connect to the closest cell site, rather the cell site with the best signal.  That said, the cell site in use is over 2 miles away from the crime scene in a fairly densely populated area.


This map was generated as a more complete view of the relevant data and presented in comparison to map #2 for presentation to the Jury.  The exclusion of this information in map #2 is inexplicable.


Why Is Any of This An Issue?


I have been engaged in historical cell site records analysis in litigation for approximately 6 years, and in the practice of forensic data analysis (computers, cell phones, etc.) for 13 years.  In that time, I’ve conducted dozens of analyses of carriers of all types, cases spanning from insurance investigations to divorce/custody disputes to criminal prosecution and defense.  The practice of historical cell site analysis is not “junk science”, no matter what snake-oil salesman “defense expert” may try to tell you.  It works in most cases, if done properly.  And if it didn’t work, no one would use it.  Further, location of the phone is but one use of these records.  There are multiple others, as discussed here.


That said, the problem I’ve seen repeatedly with criminal investigations utilizing historical cell site analysis is that Defense Counsel may be misinformed or lacking in their knowledge about what is presented to them by the government’s analyst.  When a client is charged with a serious crime and the government gets the historical cell usage site location records and requests the [insert 3-letter law enforcement agency name here] to conduct an analysis and produce pretty maps showing that your guy was likely there at the wrong time, it tends to force a plea bargain because it looks good and it’s relatively technical.  This happens regularly and can often not be in the best interest of the client.


So what can help your client?  A thoughtful and informed conversation with an independent, experienced historical cell records analysis expert who can look at the records and provide a practical assessment.  To be clear, you do not want a “defense expert”.  You want an independent expert who will take in all of the available data and conduct as thorough analysis as possible, given what is available through discovery.  And there’s more to “available data” than simply the records in most cases.


A Few Tips From Experience


I’m not perfect and I don’t know everything.  On top of that, I’m not a lawyer.  However, I have worked many large litigation cases with these types of records and I’ve learned a few tips along the way that could help the process along more smoothly:


• Consider obtaining the records allegedly associated with the target of the investigation independent of discovery.  This assists in the ability for you to introduce the records and your expert’s analysis at trial, even if the government chooses not to do so.  If the government never enters the records into evidence, it may not be possible for the hard work of your analyst to be presented to the judge or jury.  Obtaining these records can be done via Court Order and should be done as soon as possible and in consultation with your independent expert for proper terminology of the request.  Some carriers don’t retain certain records for a long period of time (see record retention article here.  Updated data may be available.)


• The value of illustrating these usage events on a map can be compelling evidence, but static maps don’t always tell the whole story.  Consider using an expert who has access to tools that will help animate the movement in the usage to help paint an overall clearer picture of the cellular location evidence in your case.  To date, I’ve not seen a government analyst use animations to illustrate the records.  I have, however, conducted analysis for the government using animations.


• Be careful with your stipulations prior to trial.  Stipulating to the authenticity of the records is probably OK.  Anything beyond that, including stipulating to the other analyst’s credentials, may cause issues down the road during trial testimony and presentation of evidence.


• Don’t forget that there is probably relevant data in more than one place.  While it’s true the government has likely tried to cover all of their bases on this – particularly in a major criminal case – that doesn’t mean that there won’t be information to help confirm or refute alibis, alternate location data, etc. that is stored on the cell phone itself or potentially in cloud data sources.  If your cellular analyst doesn’t also have experience with analysis of these items, I’d suggest finding someone who has the ability to conduct this “holistic” type of analysis incorporating all potentially relevant pieces of data.


• Look closely at what isn’t provided.  I’ve learned that there is almost as much (if not more) value in looking at the evidence that ISN’T presented than there is at looking at evidence that IS presented.  If something obvious – like data from the Defendant’s cell phone (i.e., the device itself) was obtained, analyzed and not presented as evidence, that probably means there may be something on that phone that is not favorable to the other side’s case.  Look at this closely.


In Conclusion


I was in law enforcement for nearly 15 years, and I still travel the country teaching cops in any number of different subjects, including this one.  Many of my former (and current) law enforcement compatriots may read this article and conclude that I’m trying to give the defense a “leg up” or reveal some trade secrets.  Nothing could be further from the truth.  My goal in relaying this information is simply to do my part to ensure the right people go to prison and the innocent people do not.  This involves hard work, no matter who the victim is or what the circumstances of their death or attack may have been.  I work many cases for the prosecution.  I work many cases for the defense.  The truth is always the ultimate goal, and should be for everyone involved in this process.  


A final note for prosecuting attorneys who are using government analysts in these investigations:  The devil is in the details with this data.  There can often be missteps, omissions or other potential Brady-like material that is overlooked simply because the right questions were not asked by the analyst or a plea is expected in many of these cases.  While it is true that many times this data can help prove your case, I’ve seen more success with a 360-degree approach to the evidence, rather than relying on one piece to illustrate guilt. 


Author: 

Patrick J. Siewert

Founder & Principal Consultant

Professional Digital Forensic Consulting, LLC 

Virginia DCJS #11-14869

Based in Richmond, Virginia

Available Wherever You Need Us!



We Find the Truth for a Living!

Computer Forensics -- Mobile Forensics -- Specialized Investigation

About the Author:

Patrick Siewert is the Founder & Principal Consultant of Pro Digital Forensic Consulting, based in Richmond, Virginia (USA).  In 15 years of law enforcement, he investigated hundreds of high-tech crimes to precedent-setting results and continues to support litigation cases and corporations in his digital forensic practice.  Patrick is a graduate of SCERS & BCERT and holds several vendor-neutral and specific certifications in the field of digital forensics and high-tech investigation and is a court-certified expert witness in digital forensics and historical cell site analysis & mapping.  He continues to hone his digital forensic expertise in the private sector while growing his consulting & investigation business marketed toward litigators, professional investigators and corporations, while keeping in touch with the public safety community as a Law Enforcement Instructor.

Email:  Inquiries@ProDigital4n6.com

Web: https://ProDigital4n6.com

Pro Digital Forensic Consulting on LinkedIn: https://www.linkedin.com/company/professional-digital-forensic-consulting-llc

Patrick Siewert on LinkedIn:  https://www.linkedin.com/in/patrick-siewert-92513445/  

Wednesday, October 30, 2019

Three Reasons Why Call Detail Records Analysis Is Not “Junk Science”



October 31, 2019

Three Reasons Why Call Detail Records Analysis Is Not “Junk Science”

Since introducing our private sector clients to the impact that cellular call detail records (CDR) analysis & mapping can have on their cases, we’ve had a lot of robust discussions with litigators and clients about the veracity and value of this evidence.  CDR analysis has been used for decades in law enforcement to help prove or disprove the approximate location of criminal defendants in major crimes.  Only in the past several years have civil litigators and insurance companies also been introduced to the value that this evidence can have on their cases and/or claims investigations.  In the time we’ve been conducting CDR analysis, we’ve worked varying types of cases from criminal prosecution for smaller prosecutor’s offices to domestic litigation to help prove/disprove cohabitation to high-dollar insurance claims to help determine if the claim and associated statements made under oath are verifiable with regard to location.  This specialty offshoot of digital forensics requires constant knowledge updating with regard to carrier practices and specialized training and tools to be able to perform these analyses effectively.


However mainly among the Criminal Defense Bar, the notion has been put forth that CDR analysis may be “junk science” and therefore potentially unreliable as evidence in legal proceedings.  One such high-profile case in which CDR analysis was used to obtain a conviction was the case of State v. Adnan Syed, chronicled in the Serial Podcast.  However, as we’ve seen more recent developments in that case unfold, the “junk science” claim doesn’t necessarily lie with the practice, rather with the potential practitioner.  Indeed, even in computer forensics, certain vendors of forensic tools like to claim their tool has been “validated in court”, when in reality it is the examiner and their competence that needs to be validated in court.  The tool (or in this case, the cellular records) is/are just a dataset that needs to be analyzed competently to be introduced as evidence in a legal proceeding. 

Toward the end of establishing that CDR analysis is not “junk science”, here are three salient points that will help debunk the myth that these records and their associated analysis is not worthy of evidentiary status.

Reason # 1:  Cellular Records Are “Pure” Evidence

What do we mean by “pure” evidence?  Consider for a moment other types of digital evidence that are analyzed for use in court, such as the cell phone itself or a computer system.  These items are generally affected by the user to a great degree and therefore can be open to some scrutiny about the weight and value they hold.  Cellular Records are only available via court order or search warrant to the cellular provider.  A Verizon Wireless customer cannot call customer support and ask for their cellular call detail records with historical cell site data.  The provider will not provide this data this absent legal process.  This means the user has very limited (if any) ability to manipulate the data, which makes the evidence about as pure as it gets. 

Furthermore, the record-keeper has no vested interest in altering the evidence.  In fact, they have every reason to maintain better, more accurate records!  It is a fact within the cellular industry that CDRs were never meant to be used as evidence in legal proceedings.  CDRs are kept by cellular providers so they can log and analyze their own networks for efficiency and to increase overall customer experience on the network.  Simply put, the records are kept for customer service purposes and cellular companies don’t make money by having poor customer service.  It is a fortunate byproduct that these records may be obtained via legal process and analyzed for potential use in legal proceedings.  This is why cellular providers don’t maintain these records indefinitely, as detailed in our 2017 article Cellular Provider Record Retention Periods.

Name another type of digital evidence that the user never touches and to which they generally don’t have access!

Reason # 2:  Automated Tools Have Greatly Decreased The Human Error Factor 

Back in 2001 when the incident detailed in season 1 of the Serial Podcast, there were few, if any, automated tools with which to conduct CDR analysis.  In modern casework, we have many options for automated tools analysis, including CellHawk, ZetX, CASTviz, Map Link, Pen Link, as well as some others.  Use of automated tools can save time and greatly reduce error, but they come with a few warnings:

·      Not all tools are created equally.  If you’re using a tool that is free [to law enforcement], you’re generally getting what you pay for. 
·      Don’t rely on the tool to do all of the work.  Automated tools are great, but they cannot tell you if someone likely shut their phone off or sent a call to voicemail or left their phone in one location while committing an offense somewhere else.  Only manual analysis of the data and the behavior of the user can help verify these conclusions.

·      VALIDATE!  If an automated tool is telling you something, make sure to always refer back to the original record for validation.  If an automated tool is citing a GPS coordinate for location, make sure you validate there is actually a cell site at that location. 


Reason # 3:  Trained, Experienced Analysts Don’t Deal in “Junk Science”

One of the traps digital forensic examiners of all ilk are susceptible to fall is the drawing of conclusions not based on fact.  While it’s true that a trained, experienced professional may reach conclusions based upon device activity, those same conclusions have to be rooted in some facts at some point.  The trap that sometimes rears its ugly head is when we reach conclusions that are either outside of our expertise or are not supported by the data. 

There are several traps documented in litigation over the course of the life of CDR analysis in legal proceedings that have led to the claim of “junk science”.  Probably the biggest of these (and the one cited in the article linked above and again here) are conclusions about cell site range.  As analysts, we are not cellular engineers and we cannot be engaged in speculation or discussion about the “range” of a particular cell site.  This is why in most cases we approximate location of the target device in the investigation and DO NOT get entwined in discussions about cell site range.  Even if we were fortunate enough to have propagation maps from the cellular provider which detail the effective/optimal range of a cell site, we still won’t draw conclusions about range.  It is not within the expertise of most analysts to discuss range.  That is for a cellular engineer to conclude, not an analyst of cellular records.



There are behaviors and activity that the records can tell us, however.  A trained analyst can usually tell of the phone was off or if a call was sent straight to voice mail or if the phone was left in one location for a prolonged period.  At the heart of the records is usage behavior.  Is there a pattern of behavior that is not adhered to during the time of the alleged incident?  Is there link analysis that can be done to confirm likely associates and/or accomplices?  If there are alleged accomplices, does normally text and/or call activity cease with that person during the time frame of the incident?  All of these items and more can help lead a trained, experienced analyst come to conclusions within a reasonable degree of certainty, but with most of these items, we require a larger dataset to compare the behavior at the time of incident with the behavior at other times.  An analyst cannot identify these behaviors with 24 or 48 hours worth of records.  This is not enough data from which to draw conclusions about behavior.  This is also why we highly advise obtaining at least 30 days of records on either end of the incident, preferably more.  More data is better when it comes to CDR analysis.



The ultimate test of whether or not the conclusions based upon trained, experienced analysis of the records is “junk science” lies with the competencies of the analyst.  One who draws conclusions not based in fact is what leads to an otherwise valid form of data analysis to be dubbed “junk science”.

Wrapping It Up

In any forensic discipline, there is a possibility for human error or oversight.  We’re not infallible, after all, and we can’t be expected to be perfect all the time.  But CDR analysis is the only one in which the term “junk science” has been bandied about quite a bit.  Deeper inspection of the issues involved in each case where this claim has been made can be lessons for current and future analysts to read and take heed.  It’s when our conclusions span beyond the breadth of our expertise and what the data tells us that we get into trouble.  Ultimately, everyone wants to see justice done.  If we can use CDR analysis successfully in litigation without reaching past our ability into conclusions that are open to extreme scrutiny, justice will be served. 

Author:
Patrick J. Siewert
Principal Consultant
Professional Digital Forensic Consulting, LLC
Virginia DCJS #11-14869
Based in Richmond, Virginia
Available Wherever You Need Us!


We Find the Truth for a Living!

Computer Forensics -- Mobile Forensics -- Specialized Investigation
About the Author:
Patrick Siewert is the Principal Consultant of Pro Digital Forensic Consulting, based in Richmond, Virginia.  In 15 years of law enforcement, he investigated hundreds of high-tech crimes, incorporating digital forensics into the investigations, and was responsible for investigating some of the highest jury and plea bargain child exploitation investigations in Virginia court history.  Patrick is a graduate of SCERS, BCERT, the Reid School of Interview & Interrogation and multiple online investigation schools (among others).  He is a Cellebrite Certified Operator and Physical Analyst as well as certified in cellular call detail analysis and mapping.  He continues to hone his digital forensic expertise in the private sector while growing his consulting & investigation business marketed toward litigators, professional investigators and corporations, while keeping in touch with the public safety community as a Law Enforcement Instructor.
Email:  Inquiries@ProDigital4n6.com
Twitter: @ProDigital4n6