
Hello and welcome to the Investigative Timeline analysis. I'm Dr. Matthews,
In this course I'll explain:
What a timeline is
How and when analysts, investigators and others might use them
The four key questions a timeline can answer
How an investigative timeline can help in an investigation
How to generate a timeline, manually and using automation
An investigative timeline analysis is a tool used by analysts and investigators to graphically and chronologically depict incidents or events across a continuum. It can be measured in seconds, minutes, hours, days, etc. As you can see in these examples, there are multiple ways to display the information.
However, before you can display information, you first have to find it, collect and collate it. The four basic questions, who, what, when and where are used to ensure the information that is gathered can be included in a timeline.
For instance, in an ATM withdrawal you can typically verify who conducted the transaction, what type of transaction took place, transfer, deposit, withdrawal, etc.
A credit or debit card transaction can answer the same questions, as can closed circuit television (CCTV). These and similar systems are often some of the first places investigators look to verify timeline information as they are largely considered "Silent witnesses".
Conversely victim, witness, or bystander statements, while often sought and collected during an inquiry are known to be notoriously inaccurate and unreliable.
How can a timeline help in an investigation or inquiry?
Much like other analytic investigative tools, the timeline can help prove or disprove information regarding the whereabouts of entities of interest. For example, an individual can't have been at the scene of an incident, if their is photographic evidence of them making an ATM withdrawal several miles away.
A well-developed timeline provides clarity to a complex case.
By examining events on the timeline, you can gain an understanding as to the patterns or typical behaviors of an entity of interest, and identify changes in that pattern. For example, if it is typical for the individual to take lunch at a local coffee shop every day, and on the day in question they deviate from their pattern, it would be worth learning "why".
Further, the timeline can allow you to validate the truthfulness of an entity by comparing what you know to be factual with their statement of events, regarding their movements relevant to the incident. For example, an individual might say "they had to work late, due to a power outage in the building' - you may already know that ongoing construction inadvertently severed the buildings' power for 45 minutes. Thereby at least tacitly confirming the individual's statement.
It is important, however, not to speculate aloud to as to why an individual did or did not take a particular action. Instead.
"Let evidence speak for itself"
If the individual is unable to explain why they did or did not take an action, don't provide an explanation for them. Simple add it as a follow-up question to fill out your timeline. Such questions might include:
How did the person get to the location?
Who can confirm what the person's statement?
What did the person do afterwards?
When did they arrive at the workplace; to the store; home, etc.?
These types of questions focus on the physical location and movements of the individual, and the answers will contribute to the investigative timeline.
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So then, what is a timeline and how do you build it?
After years of investigations I've found this quote answers the questions nicely, regardless whether they are asked by a lawyer, doctor, analyst or investigator;
"The timeline is your friend. Always feed the timeline."
In an investigation the timeline is a living document. As such, it requires feeding, and the food for the timeline is information. Regardless how small or seemingly insignificant, every scrap of information will help feed your timeline. It is understood that there will be gaps in every timeline, and the goal of the investigator, analyst, lawyer etc, is to fill in the gaps with information. Initially, the information may not seem connected. But you can't know what is or isn't relevant until the case is closed. So, the fewer gaps in the timeline the clearer the picture of what happened will be developed.
Lastly, the timeline requires a patient methodical process. Depending on the type of investigation, the timeline might include dozens of interviews, hours of video, or mounds of documents. By piecing fragmentary information together a picture will inevitably develop.
Let's explore the Manual Timeline Method for a moment.
When collecting information it helps to view item as an event. Thus the timeline is a collection of Events in time. Much like a collection of 3x5 index cards, each with a separate event recorded. This is especially helpful when there are multiple individuals assisting in collecting the information at different times and locations.
When all the cards "Events" are brought together and laid out chronologically, a clearer picture of the time frame begins to resolve into focus.
Following the manual timeline method a few additions will serve to provide some clarity in the timeline.
A card with a triangle might be used to show the beginning and end of the timeline as well as alternate lines of inquiry.
Consider the following scenario: Imagine the incident under investigation was a recent increase in vehicle thefts. During the initial investigation it was discovered that the vehicle owner in the latest theft was behind on their auto payments and had significant debt. An alternate line of inquiry might be to more closely examine the owner's actions and whereabouts before, during and after the reported theft. A possibility exists the theft was arranged to take advantage of known incidents of car thefts in the area. (Interestingly enough, this was an actual case I worked.)
While each card would be used to briefly record the information on the event or activity, a card with an "X" through it might be used to draw attention to a significant event or activity. In the scenario above, it could be a witness who saw the owner changing the expensive tires on his new vehicle and installing used and worn ones the day prior to the reported theft.
Arrows, can be used to direct the chronology of the inquiry as it develops. While numbering each card could be done to maintain the time flow, I don't encourage it. Remember the timeline is a living document, so you are apt to discover additional information that might appear between two or more cards. It would then be necessary to either renumber the cards or add something like 24.1.1a to keep the information organized.
As with all analytic investigative methods, there are pros and cons to consider.
Some of the benefits of Pros for using this manual method include the fact that it is a time tested and reliable technique. It is simple and relatively inexpensive to implement. If the information has already been collected, for example a finalized investigation or unsolved closed case, the manual method can be applied with the goal of identifying investigative leads. In an active investigation the manual method could be used to triangulate (verify) previously identified or recorded information. And of course the level of technical knowledge needed to construct the timeline is low.
On the other hand, the manual method is, well, manual. It will require reporting conventions to be established so that information is recorded in a consistent manner, for example: Last name, First name, Middle Name of individuals supplying information; times and dates should be consistent is 12pm noon or is 12PM midnight? Is it day / month / year or month / day / year (what is 7 / 6 / 2020? There must be a repository for the cards to be stored, with access to those working the case. There may need to be duplicate of the cards as a back-up. Consistency, continuity, and commitment are the hallmarks of the manual method.
For the person who is more comfortable with a visual and hands on access to information, the manual method allows for a simplified layout that can help identify larger-scale patterns of activities or missing or conflicting areas of information.
Now, let's consider how we might automate a timeline using the RFFlow Timeline Module. The standards, techniques, and conventions for collecting the information are largely unchanged, however integrating technology to display and analyze the information can improve the timeline results.
The following is a step-by-step tutorial, where I use a sample scenario to generate the timeline.
Well done, you are halfway through!
Introduction to using RFFlow to construct a timeline in an automated manner.
How to add, edit or remove entities of interest to the timeline.
How to construct events by adding investigative data and source information.
A brief explanation as to how the data input into the timeline could be helpful in organizing the overall sequence of events.
This is the initial steps for converting and displaying the raw data into formats suitable for display and analysis. We will begin by examining how using the Crime Analysis Chart timeline template displays the simulated information.
In this section we will explore the pros and cons of using the Bar Chart Timeline template to display the simulated investigative information.
In this section we will explore using the Rectangle and Arrow Timeline template to display the simulated investigative information.
Final thoughts regarding the Investigative Timeline Analysis
By the end of this micro-training, students will be able to:
Identify methods to protect personal identifiable information (PII)
Recognize and apply key techniques—anonymization, pseudonymization, data masking, and synthetic data—to safely use AI with sensitive investigative information.
By the end of this module, students will be able to:
Explain how AI tools assist in investigative timeline creation
Describe the role of AI in organizing, extracting, and analyzing unstructured data (like witness statements) into a clear chronological timeline.
Why use AI?
AI can be very helpful in thoroughly extracting structured data from large amounts of unstructured formats, such as statements or audio transcripts.
AI can help you quickly reorder events in a logical, unbiased chronologically manner.
AI can help highlight and quickly identify inconsistencies in data, such as an individual being in more than one place at the same time.
Some AI Models can generate a narrative or other visual timeline you can examine or analyze.
ChatGPT is an excellent assistant when you need to process lengthy or vague witness statements. It helps you extract, sort, and analyze critical events efficiently—saving time and improving accuracy.
Effective prompting is key. Use structured language when engaging your AI tool.
Prompt 1: "Review the following statements and extract relevant dates and times."
Prompt 2: "Generate visual timeline based on the extracted information."
Prompt 3: "Ensure you annotate the document from which each timeline point was created.”
Now it's your turn to apply what you've learned. If you have a case that you are comfortable with analyzing using AI and doing so won’t compromise the investigative inquiry or violate any of your agency's policies – use the tools you just learned to do so. If not – feel free to use the downloaded Case Scenario documents to practice.
Begin by reviewing the statements and other collected data and documents.
Create a general chronology of events
Practice extracting timestamps, arranging them, and identifying any questionable statements
Identify gaps or conflicting data results
Generate a visual timeline (optional)
“In an investigative inquiry, the ‘timeline’ is your friend and data is its food. Always feed the timeline.” - E. Matthews
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This course is designed to teach analysts, investigators and others what Investigative Timelines are and how to use them.
In today’s fast-paced environment of overwhelming data available to investigators, is it any wonder that case files are often full of collected but un-collated documents?
In particular, those investigations that are complex, complicated and challenging with multiple Entities of Interest, statements and official records.
Investigators need a way to make sense of the information and reveal what’s important in a clearly understood (visible) way.
This course is designed to do that using proven time tested techniques for identifying temporal (time/date based) information within sources.
In addition you will also learn:
How the Investigative Timeline answers four key questions in an investigative inquiry.
How the Investigative Timeline can aid in focusing resources in an investigative inquiry.
How to construct an Investigative Timeline manually with common accessible tools, or by using software.
How Investigative Timelines can reveal gaps (investigative leads) in an investigative inquiry.
Methods for maintaining consistency and credibility in the development of the Investigative Timeline by applying established reference research techniques.
Why the Investigative Timeline is a powerful unbiased tool that can influence decision makers.