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Algorithm

Algorithm

iHeartPodcasts and TenderfootTV

Society & Culture, True Crime

4.4 • 2.2K Ratings

Overview

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.

26 Episodes

Crook County: The Secret Double Life of a Mafia Hitman

For over 20 years, Ken Tekiela was a celebrated firefighter, husband, and father of two —but he led a secret, double life as a hitman for the Chicago mob. When the truth came out, it destroyed his family. Now, his son Kyle, host of Crook County, is left to pick up the pieces. Crook County is the shocking true crime podcast about Kenny “The Kid” Tekiela’s rise through the ranks of the legendary organized crime syndicate, the Chicago Outfit, and the lasting impact this has on a family. From iHeartRadio and Tenderfoot TV, welcome to Crook County. Follow the show here. To binge the full season, subscribe to Tenderfoot+. Click here for more details: https://tenderfoot.tv/plusSee omnystudio.com/listener for privacy information.

Transcribed - Published: 11 February 2025

Up and Vanished: In The Midnight Sun Returns

Up and Vanished: In The Midnight Sun is Part 2 is here! Payne has spent the last year in Nome, Alaska, investigating the case of Native Alaskan Florence Okpealuk, who went missing in 2020. This case is unlike any other he has covered and has taken him all the way to the Arctic Circle and back. After combing through tips and new leads, Payne is now back with new episodes to take us deep into what he has uncovered in Florence’s case. And that is not the only case he has uncovered in the small town of Nome. Listen to Up and Vanished: In The Midnight SunSee omnystudio.com/listener for privacy information.

Transcribed - Published: 27 August 2024

Atlanta’s Olympic bombing... Introducing ‘Flashpoint’

On July 27th, 1996, a domestic terrorist bombed the Summer Olympic Games held in Atlanta, GA. While the FBI and the media fixated on the wrong man, the bomber planned his next, more overtly political attacks on 2 abortion clinics and a gay nightclub. The bomber would later be identified as a dedicated soldier in the white-supremacist Christian Identity Movement. Through the lens of these 4 bombings, and the victims left to pick up the pieces, Flashpoint explores America's greatest threat, the political and religious radicalization of homegrown terrorists. Available now from Tenderfoot TV and iHeart Podcasts. Click here to listen to the show.See omnystudio.com/listener for privacy information.

Transcribed - Published: 25 July 2024

From Russia With Love: To Die For Returns

A death in the sauna. A human trafficking rescue. A devastating bomb attack. A Russian mafia boss takes revenge. Sex. Spies. Seduction. It’s all here as To Die For returns with Volume II, with 10-time New York Times bestselling author Neil Strauss. Eight concluding episodes that will bring you into a world never revealed on a podcast before, and leave you breathless for more. The first two episodes drop on June 4th. Brush up on the previous episodes onto so you don’t get left behind. Search for "To Die For" wherever you get your podcasts and follow the show on social @ToDieForPodSee omnystudio.com/listener for privacy information.

Transcribed - Published: 4 June 2024

Introducing: Ransom

Twelve-year-old McKay Everett disappeared from his Texas home in September 1995. His father Carl returned from an Amway meeting to find the back door ajar and the telephone ringing. On the line, a woman with a raspy voice demanded $500,000. Over the next week, the FBI played a game of cat-and-mouse with the kidnappers, who used inside information to stay one step ahead of the investigation. Ultimately the FBI uncovered a series of crimes that started long before McKay was taken. Most shocking of all was the suspect. McKay had been betrayed by someone he trusted – a pillar of the community hiding a dark secret. But decades later, McKay’s mother, Paulette, still isn’t satisfied with the official story. She doesn’t think everyone involved has been brought to justice. Ransom: Season 1 - Position of Trust is a story of greed and betrayal and how one’s outward appearance can be dangerously deceiving.See omnystudio.com/listener for privacy information.

Transcribed - Published: 28 May 2024

MISSING: Survivalist & World Traveler

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.

Transcribed - Published: 17 April 2024

Up and Vanished Returns

Payne Lindsey returns to lead a new investigation into the disappearance of Alaska Native Florence Okpealuk, who vanished from the subarctic town of Nome in 2020. From Tenderfoot TV, a new chapter begins, this is season 4... 'Up and Vanished: In the Midnight Sun'.See omnystudio.com/listener for privacy information.

Transcribed - Published: 23 February 2024

Introducing The Estate

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.

Transcribed - Published: 14 September 2023

Introducing: Freeway Phantom

Hi, Algorithm fans! We're excited about the newest TenderfootTV podcast, Freeway Phantom. Since you enjoyed our show, we think you won't want to miss this important story. You don't have to only take our word for it, though. Check out the trailer to decide if Freeway Phantom is your next true-crime obsession! Show Description: Between 1971 and 1972, six black girls went missing in the Washington D.C. area. Their bodies were discarded alongside DC freeways. And their killer was never found. The media dubbed him “The Freeway Phantom.” From iHeartRadio and Tenderfoot TV, a new podcast reinvestigates the 50-year-old unsolved murders of these young girls. Journalist and Public Radio veteran Celeste Headlee (NPR, PBS, TEDx) examines old case files and interviews the investigators and family members who are still haunted by these killings. Headlee will ask the questions: Why didn’t these murders make the news headlines? Did law enforcement do enough to solve these crimes? And how do racial disparities impact these types of investigations, past and present? Plus, we’ll explore new evidence which may crack the cold case wide open again. Listen to Freeway Phantom on the iHeartRadio app, or wherever you get your podcasts!See omnystudio.com/listener for privacy information.

Transcribed - Published: 17 May 2023

Introducing: Silenced The Radio Murders

Hi, Algorithm fans! Listen to Silenced: The Radio Murders hosted by Oz Woloshyn! The new hit true-crime podcast will leave you on the edge of your seat. Four radio broadcasters are assassinated on the streets of Miami. Rumors swirl about who wanted them shut up. Some suspect a far-reaching conspiracy. Don't just take our word for it, check out the trailer to decide for yourself! About Silenced: The Radio Murders: A chilling wave of murders sweeps through Little Haiti, a Miami neighborhood that is home to many Haitian exiles. The victims are radio broadcasters, using the airwaves to demand democracy at home. Little Haiti is up in arms, calling for justice for the fallen heroes, but the investigation stalls. To this day, the masterminds remain free. And rumors persist … about cocaine trafficking, CIA assets, and transnational coups. Ana Arana, who first investigated the crimes thirty years ago, teams up with Oz Woloshyn to find answers to a case that continues to haunt her. Listen to Silenced: The Radio Murders on the iHeartRadio app or wherever you get your podcasts!See omnystudio.com/listener for privacy information.

Transcribed - Published: 27 April 2023

Introducing: The Return of Facing Evil

Hi, Algorithm fans! Did you know that Facing Evil is back with new episodes? Well, it's true, and we think you'll want to hear the new deep dives and discussions. Check out this trailer for a sneak peek into what you'll hear this season. About Facing Evil: Back in 2019, sisters Rasha Pecoraro and Yvette Gentile revealed the true story of their dark family history in the hit podcast Root of Evil. Now, Pecoraro and Gentile are back with Facing Evil, a new weekly true crime show which focuses on different but equally resonant stories. Listen to new episodes of Facing Evil now on the iHeartRadio app or wherever you get your podcasts!See omnystudio.com/listener for privacy information.

Transcribed - Published: 25 February 2023

DNA

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.

Transcribed - Published: 1 September 2021

New Confessions

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.

Transcribed - Published: 24 August 2021

The Chicago Connection

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.

Transcribed - Published: 17 August 2021

Bonus | Q&A

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.

Transcribed - Published: 10 August 2021

The Survivor

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.

Transcribed - Published: 3 August 2021

Marvin and Teaira

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.

Transcribed - Published: 27 July 2021

Red Flags

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.

Transcribed - Published: 20 July 2021

Vann's Early Crimes

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.

Transcribed - Published: 13 July 2021

The Death March

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.

Transcribed - Published: 6 July 2021

The Suspect

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.

Transcribed - Published: 29 June 2021

Cold Cases

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.

Transcribed - Published: 22 June 2021

The Algorithm

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.

Transcribed - Published: 15 June 2021

Afrikka Didn't Need to Die

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.

Transcribed - Published: 15 June 2021

Algorithm

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.

Transcribed - Published: 8 June 2021

Teaser: Algorithm

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.

Transcribed - Published: 28 May 2021

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