Should AI Facial Recognition Be Used in Schools?


AI-enabled facial recognition technology (FRT) is becoming more common in public spaces, from airport screening to the police. Its adoption in schools, however, raises questions of ethics and privacy. Proponents argue that FRT can strengthen school safety, but critics warn of potential risks, including racial bias and the potential for normalization supervision on account privacy.

How facial recognition technology works

AI FRT analyzes and identifies a person’s unique facial features. Using advanced algorithms, it captures an image of a person’s face, either in a real-time video feed or from stored photos. The process usually involves three key steps:

  • Detection:The system locates a person’s face for an image or video feed.
  • Analysis:Key landmarks of the face are highlighted – such as the distance between the eyes, the shape of the jaw and moles or other recognizable features. These are measured and used to create a unique profile for each person.
  • Matching:The profile is compared to an extensive database to identify or verify the person.

The potential of facial recognition in strengthening school security

With increasing demands for school safety and security measures, facial recognition is being touted as a potential option for protecting children. This technology can help identify potential threats, unauthorized personnel or students in crisis. Due to progress in AI and the Internet of Things (IoT), processing large amounts of camera feeds has becomemore efficient than traditional human operatorsmaking security monitoring even more powerful.

Relying only on human security operators to monitor hundreds of cameras is not enough. People are prone to fatigue and mistakes, which is why it is overly idealistic to expect them to notice every critical event and act accordingly. Face recognition bridges this gap by automating threat detection, triggering alerts and enabling rapid response times.

A study on facial recognition in airports points out that the top-ranking algorithmsthey have an accuracy rate of 99.5%. or better, especially if the database contains multiple images of a person.

Proponents use this to argue that FRT could provide a shield against school shootings. It could accurately identify intruders or individuals flagged as potential risks before they enter school grounds, which could, in theory, prevent violent incidents. However, there is limited evidence to suggest that FRT has successfully prevented such events in real-world scenarios.

Privacy concerns and data security risks

A significant drawback of the implementation of FRT in schools is privacy and security of student data. Face recognition often commoditizes security camera datacollecting 40% of all IoT-based data in the world. Companies that profit from these systems can collect and store students’ biometric data, potentially exposing it to misuse or breach.

Another concern is that introducing FRT into schools normalizes the constant supervision. This could create a culture where students feel monitored and cared for, which could affect their sense of freedom and trust.

To address these issues, experts recommend strict data security protocols, including deleting student data at the end of each academic year and avoiding systems that mine students’ social networks to improve algorithms.

Bias and accuracy issues

Although powerful indeed, FTR is not infallible. Research reveals this AI facial recognition often shows racial and gender biases, whichmay lead to penalties for non-compliance to say the least. Worse, misidentification can disproportionately target students of color.

A flaw in the facial recognition algorithm could falsely flag a student as a threat, causing that student to face unnecessary disciplinary action. These inaccuracies undermine effectiveness and harm student well-being.

Although the best algorithms have high accuracy, this level ispossible only under ideal conditions – with consistent lighting and good positioning, including unobstructed facial features.

Ethical and psychological implications

Face recognitionThe impact on students goes beyond privacy and data security – raises deep ethical concerns. There is a risk of institutionalization of technology supervision and violation of the boundaries of acceptable student behavior.

By penalizing non-compliance and prioritizing automated monitoring of personal interactions, AI FRT can undermine the role of educators and counselors in solving behavioral problems. Real safety comes from being face-to-face with students, identifying those in crisis and providing support. Technology cannot replace human empathy and intervention.

Recommendations for ethical use

While many experts advocate a total ban on FRT in schools, others suggest measures to reduce the risk if its use becomes unavoidable. Below are the recommendations:

  • Moratoriums and regulations: Implement temporary bans to allow time for ethical and technical guidelines to develop.
  • Data privacy laws:Implement comprehensive data security protocols to protect student data. Periodic revisionsshould also be implemented and are regularly reviewed to confirm compliance privacy policies.
  • Pilot programs and reevaluation:Start with small-scale deployments, continuously evaluating system performance and fairness.
  • Transparent communication:Abouthalf of Americans would be more willing accept the use of facial recognition with advance notice when it is used in public events. Students and parents should be fully informed about why FRT is used, how data is managed and what safeguards are in place.
  • Alternatives: Explore non-invasive safety measures prioritizing human interaction and empathy, such as training staff to recognize signs of distress or threat among students.

Identifying school threats with technology and confidence

Face recognition technology in schools is a double-edged sword. It has promising potential to increase safety, but the risks could outweigh the benefits if not managed responsibly. Overreliance on FRT can offer a false sense of security while failing to address the root causes of school violence and student well-being. Ultimately, it is necessary to carefully weigh the pros and cons.

Fast Should AI facial recognition be used in schools? appeared first on Datafloq.



Source link

Leave a Reply

Your email address will not be published. Required fields are marked *

OWNERDOMAIN=adtechsolutions.net MANAGERDOMAIN=themoneytizer.com themoneytizer.com,128086,DIRECT smartadserver.com, 1097, DIRECT, 060d053dcf45cbf3 pubmatic.com, 156439, RESELLER, 5d62403b186f2ace pubmatic.com, 154037, RESELLER, 5d62403b186f2ace rubiconproject.com, 16114, RESELLER, 0bfd66d529a55807 openx.com, 537149888, RESELLER, 6a698e2ec38604c6 appnexus.com, 3703, RESELLER, f5ab79cb980f11d1 loopme.com, 5679, RESELLER, 6c8d5f95897a5a3b video.unrulymedia.com, 2564526802, RESELLER, 6f752381ad5ec0e5 smaato.com, 1100044045, RESELLER, 07bcf65f187117b4 pubnative.net, 1006576, RESELLER, d641df8625486a7b adyoulike.com, b4bf4fdd9b0b915f746f6747ff432bde, RESELLER, 4ad745ead2958bf7 axonix.com, 57264, RESELLER, bc385f2b4a87b721 admanmedia.com, 43, RESELLER sharethrough.com, OAW69Fon, RESELLER, d53b998a7bd4ecd2 contextweb.com, 560288, RESELLER, 89ff185a4c4e857c contextweb.com, 563115, RESELLER, 89ff185a4c4e857c adcolony.com, 496220845654deec, RESELLER, 1ad675c9de6b5176 appads.in, 107606, RESELLER rubiconproject.com, 24600, RESELLER, 0bfd66d529a55807 pubmatic.com, 156177, RESELLER, 5d62403b186f2ace rubiconproject.com, 17328, RESELLER, 0bfd66d529a55807 rubiconproject.com, 11740, RESELLER, 0bfd66d529a55807 rubiconproject.com, 22014, RESELLER, 0bfd66d529a55807 kueez.com,1f90819a4cb4c67be57ecf39973f1b97, DIRECT themediagrid.com, UOT45Z, RESELLER, 35d5010d7789b49d rubiconproject.com, 16920, RESELLER, 0bfd66d529a55807 openx.com, 557564833, RESELLER, 6a698e2ec38604c6 pubmatic.com, 162110, RESELLER, 5d62403b186f2ace lijit.com, 407406, RESELLER, fafdf38b16bf6b2b sharethrough.com, n98xDzeL, RESELLER, d53b998a7bd4ecd2 sonobi.com, 4c4fba1717, RESELLER, d1a215d9eb5aee9e appnexus.com, 8826,RESELLER, f5ab79cb980f11d1 33across.com, 0010b00002ODU4HAAX, RESELLER, bbea06d9c4d2853c video.unrulymedia.com, 3486482593, RESELLER media.net,8CU4JTRF9, RESELLER disqus.com, 108, RESELLER onetag.com,6e053d779444c00, RESELLER adform.com, 2926, RESELLER improvedigital.com, 2106, RESELLER smartadserver.com, 4288, RESELLER loopme.com, 11576, RESELLER zetaglobal.com, 108, RESELLER yieldmo.com, 3133660606033240149, RESELLER flashb.id, 7ea636d8-701f-5b93-9d03-0e5cd43bc8fa, DIRECT 152media.info, 152M33, RESELLER adform.com, 3125, RESELLER adyoulike.com, bcf6c423bc90ec180005086dd9935a1b, RESELLER improvedigital.com, 1723, RESELLER smartadserver.com, 3389, RESELLER, 060d053dcf45cbf3 rubiconproject.com, 20922, RESELLER, 0bfd66d529a55807 themediagrid.com, QUZDR9, RESELLER, 35d5010d7789b49d onetag.com, 5cca11704094eb8, RESELLER openx.com, 559913615, RESELLER, 6a698e2ec38604c6 pubmatic.com, 160107, RESELLER, 5d62403b186f2ace risecodes.com, 65b9125633dab2000102902c, RESELLER pubmatic.com, 160295, RESELLER, 5d62403b186f2ace triplelift.com, 12738, RESELLER, 6c33edb13117fd86 video.unrulymedia.com, 273421059, RESELLER appnexus.com, 11701, RESELLER appnexus.com, 3153, RESELLER, f5ab79cb980f11d1 appnexus.com, 11924, RESELLER, f5ab79cb980f11d1 smartadserver.com, 4144, RESELLER rubiconproject.com, 20736, RESELLER, 0bfd66d529a55807 spotim.market, sp_AYL2022, RESELLER, 077e5f709d15bdbb appnexus.com, 7664, RESELLER pubmatic.com, 160925, RESELLER, 5d62403b186f2ace onetag.com, 7a07370227fc000, RESELLER nativo.com, 5848, RESELLER, 59521ca7cc5e9fee 33across.com, 0015a00003HljHyAAJ, RESELLER risecodes.com, 64c7a4acd6298f0001a7d867, RESELLER xapads.com, 196344, RESELLER richaudience.com, JAHJ4YZq4O, RESELLER appnexus.com,15941,RESELLER openx.com,559680764,RESELLER,6a698e2ec38604c6 rubiconproject.com, 12186, RESELLER, 0bfd66d529a55807 pubmatic.com,156631, RESELLER, 5d62403b186f2ace sharethrough.com, 23830661, RESELLER, d53b998a7bd4ecd2 contextweb.com, 562965, RESELLER, 89ff185a4c4e857c zetaglobal.net, 891, RESELLER mgid.com, 833178 ,RESELLER, d4c29acad76ce94f amxrtb.com,105199704,RESELLER onetag.com,5927d926323dc2c,RESELLER rubiconproject.com, 11006, RESELLER, 0bfd66d529a55807 appnexus.com, 13099, RESELLER smartadserver.com, 4111, RESELLER xandr.com, 14082, RESELLER rubiconproject.com, 23876, RESELLER, 0bfd66d529a55807 openx.com, 537140488, RESELLER, 6a698e2ec38604c6 sharethrough.com, 5926d422, RESELLER, d53b998a7bd4ecd2 media.net, 8CUQ6928Q, RESELLER sonobi.com, 4a289cdd79, RESELLER, d1a215d9eb5aee9e video.unrulymedia.com, 335119963, RESELLER onetag.com, 69f48c2160c8113, RESELLER themediagrid.com, 4DQHAP, RESELLER, 35d5010d7789b49d loopme.com, 11362, RESELLER, 6c8d5f95897a5a3b smartadserver.com, 4284, RESELLER adform.com, 3119, RESELLER, 9f5210a2f0999e32 freewheel.tv, 1590601, RESELLER freewheel.tv, 1590606, RESELLER sharethrough.com, 332baa08, RESELLER, d53b998a7bd4ecd2 33across.com, 0013300001kQj2HAAS, RESELLER, bbea06d9c4d2853c openx.com, 540274407, RESELLER, 6a698e2ec38604c6 pubmatic.com, 156557, RESELLER rubiconproject.com, 18694, RESELLER, 0bfd66d529a55807 smaato.com, 1100047713, RESELLER, 07bcf65f187117b4 video.unrulymedia.com, 266978658, RESELLER aniview.com, 603f65a2e291680ef30af9c7, RESELLER, 78b21b97965ec3f8 appnexus.com, 12637, RESELLER, f5ab79cb980f11d1 appnexus.com, 9382, RESELLER, f5ab79cb980f11d1 appnexus.com, 6849, RESELLER google.com, pub-6346866704322274, RESELLER, f08c47fec0942fa0 google.com, pub-3565385483761681, RESELLER, f08c47fec0942fa0 google.com, pub-5717092533913515, RESELLER, f08c47fec0942fa0 pubmatic.com, 159277, RESELLER pubmatic.com, 161335, RESELLER, 5d62403b186f2ace pubmatic.com, 160993, RESELLER, 5d62403b186f2ace rubiconproject.com, 13918, RESELLER, 0bfd66d529a55807 rubiconproject.com, 15268, RESELLER adagio.io, 1015, RESELLER improvedigital.com, 1790, RESELLER e-planning.net, 83c06e81531537f4, RESELLER, c1ba615865ed87b2 rubiconproject.com, 19116, RESELLER, 0bfd66d529a55807 pubmatic.com, 159110, RESELLER, 5d62403b186f2ace 33across.com, 0015a00002oUk4aAAC, RESELLER, bbea06d9c4d2853c appnexus.com, 10239, RESELLER, f5ab79cb980f11d1 rubiconproject.com, 16414, RESELLER, 0bfd66d529a55807 pubmatic.com, 156423, RESELLER, 5d62403b186f2ace conversantmedia.com, 100141, RESELLER smartadserver.com, 3554, RESELLER lijit.com, 367236, RESELLER, fafdf38b16bf6b2b openx.com, 538959099, RESELLER, 6a698e2ec38604c6 pubmatic.com, 137711, RESELLER, 5d62403b186f2ace pubmatic.com, 156212, RESELLER, 5d62403b186f2ace rubiconproject.com, 17960, RESELLER, 0bfd66d529a55807 connectad.io, 456, RESELLER, 85ac85a30c93b3e5 rubiconproject.com, 26800, RESELLER, 0bfd66d529a55807 improvedigital.com, 1033, RESELLER appnexus.com, 2579, RESELLER improvedigital.com, 1220, RESELLER quantum-advertising.com, 4758, RESELLER improvedigital.com, 1602, RESELLER improvedigital.com, 2195, RESELLER openx.com, 540860183, DIRECT, 6a698e2ec38604c6 openx.com, 540952727, DIRECT, 6a698e2ec38604c6 gumgum.com, 13857, RESELLER, ffdef49475d318a9 rubiconproject.com, 23434, RESELLER, 0bfd66d529a55807 pubmatic.com, 157897, RESELLER, 5d62403b186f2ace appnexus.com, 2758, RESELLER, f5ab79cb980f11d1 contextweb.com, 558355, RESELLER, 89ff185a4c4e857c openx.com, 537149485, RESELLER, 6a698e2ec38604c6 improvedigital.com, 1884, RESELLER smartadserver.com, 4005, RESELLER, 060d053dcf45cbf3 admedia.com, 1606, RESELLER iqzone.com, IQ204, RESELLER admanmedia.com, 799, RESELLER seedtag.com, 61a78375e0fb8f0800ec50fb, DIRECT lijit.com, 397546, DIRECT, fafdf38b16bf6b2b onetag.com, 75601b04186d260, DIRECT xandr.com, 4009, DIRECT, f5ab79cb980f11d1 smartadserver.com, 3050, DIRECT pubmatic.com, 157743, DIRECT, 5d62403b186f2ace rubiconproject.com, 17280, DIRECT, 0bfd66d529a55807 improvedigital.com, 1680, DIRECT adyoulike.com, 83d15ef72d387a1e60e5a1399a2b0c03, DIRECT sharethrough.com, AXS5NfBr, DIRECT, d53b998a7bd4ecd2 adform.com, 1889, RESELLER openx.com, 558758631, RESELLER, 6a698e2ec38604c6 loopme.com, 11712, RESELLER, 6c8d5f95897a5a3b video.unrulymedia.com, 724823153, RESELLER amxrtb.com, 105199542, DIRECT rubiconproject.com, 23844, RESELLER adform.com, 2865, RESELLER openx.com, 559680764, RESELLER appnexus.com, 12290, RESELLER lijit.com, 260380, RESELLER pubmatic.com, 161527, RESELLER sharethrough.com, a6a34444, RESELLER, d53b998a7bd4ecd2 smartadserver.com, 3056, RESELLER themediagrid.com, 7WYFHG, DIRECT, 35d5010d7789b49d trustedstack.com, TS7LELSN3, DIRECT rubiconproject.com, 26144, RESELLER, 0bfd66d529a55807 pubmatic.com, 164187, RESELLER, 5d62403b186f2ace amxrtb.com, 105199734, RESELLER media.net, 8CU67TH23, RESELLER openx.com, 559911747, RESELLER, 6a698e2ec38604c6 yieldmo.com, 3377199372461613093, RESELLER onetag.com, 87f58fe90234d0e, RESELLER video.unrulymedia.com, 799061815, RESELLER smartadserver.com, 5302, RESELLER, 060d053dcf45cbf3 iqzone.com, IQ326, RESELLER adtelligent.com, 315476, DIRECT, 8ce87912eb022a51 152media.info, 152M10, RESELLER 33across.com, 0010b00002T3JniAAF, RESELLER, bbea06d9c4d2853c xandr.com, 11924, RESELLER, f5ab79cb980f11d1 lijit.com, 310770, RESELLER, fafdf38b16bf6b2b onetag.com, 59a18369e249bfb, RESELLER pubmatic.com, 161562, RESELLER, 5d62403b186f2ace vidoomy.com, 2252369, RESELLER video.unrulymedia.com, 3139274702404301777, RESELLER, 6f752381ad5ec0e5 orangeclickmedia.com, ach5lxtq1pmgjoz4, RESELLER, cd730d2f56b472c4 adform.com, 2656, RESELLER, 9f5210a2f0999e32 richaudience.com, RxVFrJzPTg, RESELLER xandr.com, 14674, RESELLER, f5ab79cb980f11d1 markappmedia.site, 533994, RESELLER amxrtb.com, 105199328, RESELLER media.net, 8CU816538, RESELLER rubiconproject.com, 20086, RESELLER, 0bfd66d529a55807 teads.tv, 11398, DIRECT, 15a9c44f6d26cbe1 teads.tv, 26130, DIRECT, 15a9c44f6d26cbe1 adform.com, 2623, DIRECT, 9f5210a2f0999e32 smilewanted.com, 1362, RESELLER pubmatic.com, 158810, RESELLER, 5d62403b186f2ace appnexus.com, 10040, RESELLER smartadserver.com, 2491, RESELLER rubiconproject.com, 19814, RESELLER, 0bfd66d529a55807 openx.com, 557083110, RESELLER, 6a698e2ec38604c6 lijit.com, 346012, DIRECT, fafdf38b16bf6b2b improvedigital.com, 1010, RESELLER indexexchange.com, 193216, RESELLER adform.com, 3027, RESELLER sharethrough.com, TZ1ahFV8, RESELLER, d53b998a7bd4ecd2 smaato.com,1100055901, RESELLER, 07bcf65f187117b4 smaato.com, 1100004890, RESELLER, 07bcf65f187117b4 33across.com, 001Pg000009Gtq2IAC, DIRECT, bbea06d9c4d2853c loopme.com, 11468, RESELLER, 6c8d5f95897a5a3b video.unrulymedia.com, 1767448067723954599, RESELLER vidoomy.com, 7763608 , RESELLER adform.com, 2742, RESELLER onetag.com, 7f5d22b0006ab5a, RESELLER 152media.info, 152M728, RESELLER videoheroes.tv, 212648, RESELLER, 064bc410192443d8 amxrtb.com, 105199841, RESELLER adwmg.com, 100746, RESELLER risecodes.com, 64a420c03a7fe2000132115a , DIRECT lijit.com, 405318, RESELLER, fafdf38b16bf6b2b smaato.com, 1100057444, RESELLER, 07bcf65f187117b4 inmobi.com, 9e311c7a68e94888aac7fbb4272381e2, RESELLER, 83e75a7ae333ca9d gumgum.com, 16112, RESELLER, ffdef49475d318a9 themediagrid.com, HW1PGR, RESELLER, 35d5010d7789b49d amxrtb.com, 105199691, RESELLER zetaglobal.net, 716, RESELLER onetag.com, 2a897e3f18e6769, DIRECT pubmatic.com, 161593, RESELLER, 5d62403b186f2ace taboola.com,1347547,DIRECT,c228e6794e811952 pubmatic.com, 156307, RESELLER, 5d62403b186f2ace appnexus.com, 3364, RESELLER indexexchange.com, 183756, RESELLER contextweb.com, 560382, RESELLER rubiconproject.com, 16698, RESELLER, 0bfd66d529a55807 openx.com, 539154393, RESELLER freewheel.tv, 799921, RESELLER smartadserver.com, 3563, RESELLER beachfront.com, 13749, RESELLER, e2541279e8e2ca4d improvedigital.com, 1577, RESELLER video.unrulymedia.com, 1166984029, RESELLER smaato.com, 1100047487, RESELLER, 07bcf65f187117b4 sonobi.com, 9a1db44c9c, RESELLER, d1a215d9eb5aee9e sharethrough.com, RVhuFS44, RESELLER, d53b998a7bd4ecd2 amxrtb.com, 105199725, RESELLER emxdgt.com, 1643, RESELLER, 1e1d41537f7cad7f media.net, 8CU292ZDI, RESELLER yieldmo.com, 3357506016601120771, RESELLER triplelift.com, 14073, RESELLER, 6c33edb13117fd86 lijit.com, 246013, DIRECT, fafdf38b16bf6b2b lijit.com, 246013-eb, DIRECT, fafdf38b16bf6b2b appnexus.com, 1019, RESELLER, f5ab79cb980f11d1 video.unrulymedia.com, 2444764291, RESELLER contextweb.com, 558511, RESELLER, 89ff185a4c4e857c krushmedia.com, AJxF6R572a9M6CaTvK, RESELLER inmobi.com, b01aa06531c543d8a5fb9982f60afb00, RESELLER, 83e75a7ae333ca9d motorik.io, 100463, RESELLER smaato.com, 1100056344, RESELLER, 07bcf65f187117b4 smartadserver.com, 4926, RESELLER, 060d053dcf45cbf3 triplelift.com, 4338, RESELLER, 6c33edb13117fd86 richaudience.com, mA6M9Pbvib, RESELLER appnexus.com, 8233, RESELLER pubmatic.com, 81564, RESELLER, 5d62403b186f2ace pubmatic.com, 156538, RESELLER, 5d62403b186f2ace rubiconproject.com, 13510, RESELLER adform.com, 1942, RESELLER lijit.com, 249425, RESELLER video.unrulymedia.com, 592728597, RESELLER smartadserver.com, 2640, RESELLER adyoulike.com, f1dfbb7f133fbdb25c96e7d85a5e628b, RESELLER themediagrid.com, P19GFJ, RESELLER, 35d5010d7789b49d smartadserver.com, 1999, RESELLER, 060d053dcf45cbf3 onetag.com, 8d4b087143c49f0, RESELLER amxrtb.com, 105199794, RESELLER contextweb.com, 563371, RESELLER, 89ff185a4c4e857c onetag.com, 7a4244b2979db22, RESELLER onetag.com, 7a4244b2979db22-OB, RESELLER openx.com, 539625136, RESELLER google.com, pub-2128757167812663, RESELLER, f08c47fec0942fa0 google.com, pub-4673227357197067, RESELLER, f08c47fec0942fa0 rubiconproject.com, 17210, RESELLER, 0bfd66d529a55807 appnexus.com, 10264, RESELLER, f5ab79cb980f11d1 pubmatic.com, 156383, RESELLER, 5d62403b186f2ace themediagrid.com, VIY354, RESELLER, 35d5010d7789b49d smartadserver.com, 1743, RESELLER, 060d053dcf45cbf3 improvedigital.com, 2048, RESELLER lijit.com, 257429, RESELLER, fafdf38b16bf6b2b adform.com, 2474, RESELLER, 9f5210a2f0999e32 triplelift.com, 12911, RESELLER, 6c33edb13117fd86 aps.amazon.com, 93aec77c-f6d2-45bd-affc-a85ab5a72683, RESELLER onlinemediasolutions.com, 21097, DIRECT, b3868b187e4b6402 rubiconproject.com, 20416, RESELLER, 0bfd66d529a55807 onomagic.com, 210971, DIRECT rubiconproject.com, 24364, RESELLER, 0bfd66d529a55807 getmediamx.com, 1221097, DIRECT lijit.com, 374814, RESELLER, fafdf38b16bf6b2b pubmatic.com, 161332, RESELLER, 5d62403b186f2ace openx.com, 537153209, RESELLER, 6a698e2ec38604c6 video.unrulymedia.com, 6694405583287859332, RESELLER themediagrid.com, IRK975, RESELLER, 35d5010d7789b49d appnexus.com, 11801, RESELLER appnexus.com, 15629, RESELLER, f5ab79cb980f11d1 appnexus.com, 15127, RESELLER onetag.com, 7b561459c997848, RESELLER audienciad.com, 210972, DIRECT loopme.com, 12733, RESELLER, 6c8d5f95897a5a3b onetag.com, 75753f1ebcc343c, RESELLER yieldmo.com, 2757543169808605705, RESELLER adyoulike.com, e9a771d72c076dbe3cafc2c6477f9238, RESELLER amxrtb.com, 105199514, RESELLER aps.amazon.com, 48266a61-b3d9-4cb7-b172-553abc6a42a4, DIRECT smartadserver.com, 4253, RESELLER adform.com, 3251, RESELLER, 9f5210a2f0999e32 sharethrough.com, LxFeZvU4, RESELLER, d53b998a7bd4ecd2 videoheroes.tv, 212692, RESELLER, 064bc410192443d8 rubiconproject.com, 25060 , RESELLER, 0bfd66d529a55807 appnexus.com, 12976 , RESELLER, f5ab79cb980f11d1 sharethrough.com, K5WDGAsP, RESELLER, d53b998a7bd4ecd2 smartadserver.com, 3964, RESELLER pubmatic.com, 161018, RESELLER, 5d62403b186f2ace adform.com, 3016, RESELLER lijit.com, 483304, RESELLER, fafdf38b16bf6b2b pubmatic.com, 161344, RESELLER, 5d62403b186f2ace contextweb.com ,562794,RESELLER,89ff185a4c4e857c improvedigital.com, 1805, RESELLER video.unrulymedia.com, 170071695, RESELLER criteo.com, B-064322, RESELLER, 9fac4a4a87c2a44f openx.com, 559792583, RESELLER, 6a698e2ec38604c6 onetag.com, 601a5990b7f5cf7, RESELLER tappx.com, 42024, RESELLER, 9f375a07da0318ec sonobi.com, c58cf86903, RESELLER, d1a215d9eb5aee9e e-planning.net,ea9874674191f1ff, RESELLER,c1ba615865ed87b2 freewheel.tv, 1601610, RESELLER loopme.com, 11694, RESELLER, 6c8d5f95897a5a3b sonobi.com, ac6f1a9ded, RESELLER, d1a215d9eb5aee9e themediagrid.com, B8N9YH, RESELLER, 35d5010d7789b49d gumgum.com, 15835, RESELLER, ffdef49475d318a9 thebrave.io, 1234750, DIRECT, c25b2154543746ac appnexus.com, 12061, RESELLER, f5ab79cb980f11d1 media.net, 8CU9B72O6, RESELLER inmobi.com, ef083d721beb4c0f8776ced01e262c03, RESELLER, 83e75a7ae333ca9d rubiconproject.com, 24752, RESELLER, 0bfd66d529a55807 adyoulike.com, 994b7b4e03898048761c7110f11e56c2, RESELLER loopme.com, 11561, RESELLER, 6c8d5f95897a5a3b video.unrulymedia.com, 3881266972, RESELLER richaudience.com, q3KyMB36ue, RESELLER freewheel.tv, 1601388, RESELLER lijit.com, 273050, RESELLER, fafdf38b16bf6b2b 33across.com, 0010b00002MptSLAAZ, RESELLER, bbea06d9c4d2853c admixer.net, b0411519-d717-49e1-9051-eaf1cb5280b0, DIRECT inmobi.com, 61d733c3779d43e590c51c8bc078e10c, RESELLER, 83e75a7ae333ca9d pubmatic.com, 160846, RESELLER, 5d62403b186f2ace loopme.com, 11488, RESELLER, 6c8d5f95897a5a3b e-planning.net,ec771b05828a67fa,RESELLER,c1ba615865ed87b2 video.unrulymedia.com, 851532539, RESELLER admanmedia.com, 1074, RESELLER nextmillennium.io, 16425, DIRECT, 65bd090fa4a1e3d6 video.unrulymedia.com, 827123801, RESELLER rubiconproject.com, 15268, RESELLER, 0bfd66d529a55807 richaudience.com, 9komJKwMhZ, RESELLER mgid.com, 885240, RESELLER, d4c29acad76ce94f adform.com, 1762, RESELLER smartadserver.com, 3627, RESELLER, 060d053dcf45cbf3 adsinteractive.com,39993,RESELLER adform.com,961,RESELLER pubmatic.com,158937,RESELLER,5d62403b186f2ace openx.com,541146395,RESELLER,6a698e2ec38604c6 appnexus.com, 17553, RESELLER, f5ab79cb980f11d1 risecodes.com, 682ede1cb5100100018d47ff, RESELLER voisetech.com, 1248, RESELLER, 9009ef0379162448 pubmatic.com, 165116, RESELLER, 5d62403b186f2ace video.unrulymedia.com, 436487936, RESELLER exchange.loyal.app, AJxF6R45a9M6CaTvK, RESELLER tappx.com,43770,DIRECT,9f375a07da0318ec inventorypartnerdomain=tappx.com triplelift.com,11617,RESELLER,6c33edb13117fd86 smartadserver.com,1692,RESELLER,060d053dcf45cbf3 rubiconproject.com,13856,RESELLER,0bfd66d529a55807 appnexus.com,10824,RESELLER,f5ab79cb980f11d1 appnexus.com,9569,RESELLER,f5ab79cb980f11d1 video.unrulymedia.com,3341072718,RESELLER loopme.com,11227,RESELLER,6c8d5f95897a5a3b pubmatic.com,158111,RESELLER,5d62403b186f2ace pubmatic.com,92509,RESELLER,5d62403b186f2ace sharethrough.com,iHIgeRWP,RESELLER,d53b998a7bd4ecd2 adform.com,2691,RESELLER 33across.com,0010b00001siQHqAAM,RESELLER,bbea06d9c4d2853c videoheroes.tv,212473,RESELLER,064bc410192443d8 thebrave.io,1234661,RESELLER,c25b2154543746ac chartboost.com,5da62a1035b91e0aff190bf7,RESELLER inmobi.com,ec6f6ceb8bb1440ba5455644ec96c275,RESELLER,83e75a7ae333ca9d improvedigital.com,1934,RESELLER goldvertise.com,Tappx,RESELLER playdigo.com,1970,RESELLER,92011346d63d3c30 themediagrid.com,4FDQYH,RESELLER,35d5010d7789b49d inmobi.com, 945973801c1a43e7ad6cb904bf2df477, RESELLER, 83e75a7ae333ca9d rubiconproject.com, 11726, RESELLER, 0bfd66d529a55807 rubiconproject.com, 12266, RESELLER, 0bfd66d529a55807 pubmatic.com, 157097, RESELLER, 5d62403b186f2ace conversantmedia.com, 40881, RESELLER, 03113cd04947736d smaato.com, 1100053415, RESELLER, 07bcf65f187117b4 lijit.com, 502742, RESELLER, fafdf38b16bf6b2b loopme.com, 9724, RESELLER, 6c8d5f95897a5a3b thebrave.io, 1234568, RESELLER, c25b2154543746ac mintegral.com, 10003, RESELLER zmaticoo.com, 5135082, RESELLER opera.com, pub6871903319744, RESELLER, 55a0c5fd61378de3 admanmedia.com, 2063, RESELLER impactify.io, 1146, RESELLER improvedigital.com, 1058, RESELLER google.com, pub-1343218370015870, RESELLER, f08c47fec0942fa0 appnexus.com, 11197, RESELLER, f5ab79cb980f11d1 adform.com, 2736, RESELLER, 9f5210a2f0999e32 pubmatic.com,160987,RESELLER,5d62403b186f2ace pubmatic.com,160998,RESELLER,5d62403b186f2ace pubmatic.com, 164545, RESELLER, 5d62403b186f2ace freewheel.tv, 282594, RESELLER freewheel.tv, 282818, RESELLER rubiconproject.com, 19688, RESELLER, 0bfd66d529a55807 rubiconproject.com, 19690, RESELLER, 0bfd66d529a55807 smartadserver.com, 2974, RESELLER smartadserver.com, 2974-OB, RESELLER, 060d053dcf45cbf3 appnexus.com, 11664, RESELLER 152media.info, 152M1135, RESELLER amxrtb.com, 105199329, RESELLER appnexus.com, 9124, RESELLER alliancegravity.com, 2634077, RESELLER sublime.xyz, 825, DIRECT smartadserver.com, 1827, RESELLER improvedigital.com, 335, RESELLER appnexus.com, 3538, RESELLER themediagrid.com, PIFK3H, DIRECT, 35d5010d7789b49d missena.com,SID-43728762,DIRECT themediagrid.com, IPB3NX, DIRECT, 35d5010d7789b49d smartadserver.co