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Algorithm

iHeart Podcast Network

When Afrikka Hardy was strangled in 2014 it seemed completely random, but it wasn’t. It was part of a pattern. Four years earlier, reporter Thomas Hargrove had created an algorithm to detect serial killers and flagged Gary, Indiana as the site of an unusual number of strangulations. But when Hargrove reached out to warn local police, he was ignored -- until Afrikka Hardy was murdered, and those cold cases suddenly didn’t look so cold. Algorithm follows the investigation into Afrikka’s murder, exposing the warnings that police ignored, and uncovering more than anyone expected -- that a serial killer was strangling women in Gary, Indiana could've been stopped. And that Afrikka Hardy should be alive today. This podcast will explore how technology can be used to identify and track serial killers, and how an algorithm can influence the way homicides are investigated all across the country.

Location:

United States

Description:

When Afrikka Hardy was strangled in 2014 it seemed completely random, but it wasn’t. It was part of a pattern. Four years earlier, reporter Thomas Hargrove had created an algorithm to detect serial killers and flagged Gary, Indiana as the site of an unusual number of strangulations. But when Hargrove reached out to warn local police, he was ignored -- until Afrikka Hardy was murdered, and those cold cases suddenly didn’t look so cold. Algorithm follows the investigation into Afrikka’s murder, exposing the warnings that police ignored, and uncovering more than anyone expected -- that a serial killer was strangling women in Gary, Indiana could've been stopped. And that Afrikka Hardy should be alive today. This podcast will explore how technology can be used to identify and track serial killers, and how an algorithm can influence the way homicides are investigated all across the country.

Language:

English


Episodes
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MISSING: Survivalist & World Traveler

4/17/2024
Up and Vanished presents... Status: Untraced. In 2016, survivalist and world traveler Justin Alexander goes missing in the Parvati Valley while on a spiritual trek into the Himalayan Mountains. While the circumstances of his disappearance point to murder, a chilling message he left behind throws everything into question: “I should return mid-September or so. If I’m not back by then, don’t look for me.” Four years later, host and true crime newcomer Liam Luxon is introduced to Justin's story and embarks on an investigation into the case. "Status-Untraced" is a 10-episode journey that explores the secrets the Valley holds, the stones left unturned, and what really happened to Justin Alexander. See omnystudio.com/listener for privacy information.

Duration:00:03:10

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Introducing The Estate

9/14/2023
In the early evening on New Year’s Eve, in 1973, a 34 year old man was found bleeding to death on a downtown street in Stockton, California. In his dying moments, he named the men behind his murder: Calvin Jones and Rosalio Estrada. 50 years later, Rosalio’s son, Alex Estrada sets off to find out if his father was actually involved in the murder. See omnystudio.com/listener for privacy information.

Duration:00:33:04

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Introducing: Undetermined from Tenderfoot TV

12/13/2022
Hey Algorithm listeners! Check out this clip from the new Tenderfoot series Undetermined. In a coroner’s report, the word “undetermined” is used to describe the cause or manner of death when there’s insufficient evidence to lend a more specific classification. In 2019, Jessica Easterly Durning went missing from her New Orleans home; her body was found days later, just two and a half blocks away. Her death was classified as undetermined, but due to evidence of foul play, her friends and...

Duration:00:11:09

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DNA

9/1/2021
What happened to the DNA evidence associated with Hargrove's list. And what happened to Gary's backlogged rape kits? Follow host Ben Kuebrich on twitter @Ben_kuebrich, and follow the algorithm podcast on twitter, instagram, or facebook. Reach out with any tips or suggestions for other clusters of murders to explore on social media or by leaving a voicemail at 888-501-3309. And if you want more episodes -- please leave a review, letting us know you liked the show on apple podcasts! Hopefully, we'll be back with more episodes soon. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:54:27

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New Confessions

8/24/2021
Ben receives a letter from Vann agreeing to an interview. Ben talks to Kasich about Vann and why he plead to life in prison after wanting to be executed. And a mysterious caller describes another victim and sheds possible light on Vann's motivations. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. Reach out with any tips or suggestions for other clusters of murders to explore on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:41:28

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The Chicago Connection

8/17/2021
Ben investigates some of the cold cases that Hargrove identified and explores Darren Vann's connection to killings in Chicago. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. Reach out with any tips or suggestions for other clusters of murders to explore on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:39:16

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Bonus | Q&A

8/10/2021
Ben listens to voicemails and answers listener questions. You can leave a voicemail of your own at 888-501-3309. Or ask a question or leave a tip on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:30:39

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The Survivor

8/3/2021
One woman escapes Vann and tries to warn the police, but they don't listen. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. Reach out with any tips on Darren Vann or crimes that might be related on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:40:37

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Marvin and Teaira

7/27/2021
After Vann returns to Gary, Marvin Clinton's fiance Teaira Batey disappears. Frustrated with the police, Marvin starts investigating on his own. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. Reach out with any tips on Darren Vann, China, or crimes that might be related on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:36:36

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Red Flags

7/20/2021
After the death of Vann's child, Vann snaps. He's arrested twice for horrific crimes, once in Gary and then in Austin. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. And reach out with any tips on Darren Vann, Big E, or crimes that might be related on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:33:46

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Vann's Early Crimes

7/13/2021
Detective Ford interrogates Vann about his past and tries to determine how many Vann has really killed... And what can we learn from Vann's ex-wife, stepson, and ex-girlfriend? Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter @Ben_kuebrich. And reach out with any tips on Darren Vann, Big E, or crimes that might be related on social media or by leaving a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:35:47

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The Death March

7/6/2021
The Death March Continues as Darren Vann leads detectives to more victims... but it's unclear if he's telling the whole truth about his crimes ... Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter. And reach out with any tips on Darren Vann, Big E, or crimes that might be related on social media or by leaving us a voicemail at 888-501-3309. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:39:02

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The Suspect

6/29/2021
Detective Ford investigates Afrikka's killer... and discovers the killer may be connected to even more murders. Find out more about the case on twitter, instagram, or facebook. Follow host Ben Kuebrich on twitter. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:39:39

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Cold Cases

6/22/2021
Jackie investigates the cases Hargrove's algorithm identified. But there aren't any major leads... until Afrikka's murder. What really happened the night Afrikka was killed? Find out more about the case on twitter, instagram, or facebook. And follow host Ben Kuebrich on twitter. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:37:24

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The Algorithm

6/15/2021
Four years before Afrikka's Death, reporter Thomas Hargrove took clues from the Atlanta child murders and the Green River Killer and created an algorithm to detect serial killers. His algorithm flagged Gary, Indiana as the site of an unusual number of strangulations. But how did this algorithm work, and what came of the findings? Thomas Hargrove discusses the creation of the algorithm and Dr. Mike Aamodt talks serial killing stats. Finally, host Ben Kuebrich receives an unexpected phone call. Subscribe to Algorithm now, so you don't miss an episode and leave a review! This is a brand new show that could really use your help. Also, follow host Ben Kuebrich on Twitter for more information about the case. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:38:46

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Afrikka Didn't Need to Die

6/15/2021
When Afrikka Hardy was strangled in 2014 it seemed completely random. But it wasn’t. It was part of a pattern. Lori Townsend reminisces about her daughter Afrikka, and journalist Thomas Hargrove says Afrikka's death could've been prevented. Subscribe to Algorithm now, so you don't miss an episode, and follow host Ben Kuebrich on twitter for more information about the case. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:36:59

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Algorithm

6/8/2021
When Afrikka Hardy was murdered, it seemed completely random. But it wasn't. It was part of a pattern. And police had been warned that a serial killer was on the loose in Indiana. Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:02:09

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Teaser: Algorithm

5/28/2021
Can an algorithm connect cold cases -- and help catch a modern serial killer? Learn more about your ad-choices at https://www.iheartpodcastnetwork.comSee omnystudio.com/listener for privacy information.

Duration:00:01:36