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But when she opened it up a message appeared saying “no face detected”. Her friend who’s white was able to see the different products virtually applied on her skin. But Angela, a black woman, could not. This is why companies need to Vet Technology for Diversity.</p><p><img src="https://tejo.ca/sites/default/files/2023-04/1.png" data-entity-uuid="" data-entity-type="" alt="Vet Technology For Diversity" width="460" height="460"></p><p> </p><p> </p><p>When facial recognition systems were being initially created, the grad students used pictures of classmates, predominantly white and asian men. Unsurprisingly this technology works especially well for those groups. New technology tends to be tested by those who are most easily available to the creator, leaving room for potential shortcomings with other populations. </p><p> </p><h3>Why these problems happen?</h3><p> </p><p>In Canada 3.5% of the population is black. Of that most black people have lighter skin tones. That means an algorithm can be 96.5% accurate in Canada and not work at all for especially dark-skinned people. This means that if a technology company simply takes a random sample of a population, their technology will be biased towards the demographics of the population. </p><p> </p><img src="https://file-uploads-tejo-production.s3.us-east-2.amazonaws.com/Data%20sets%20dictate%20how%20algorithms%20work.png?VersionId=fm18v5OJZqhUjlz0uNVgK__oluUmKA84" data-align="center" data-entity-uuid="f3a5f889-a4e2-48c9-b3c5-fd6b000fac47" data-entity-type="file" alt="" width="459" height="459"><p> </p><p>This becomes an open-ended technical question. What proportion of the dataset should be of black people? Do you create separate databases for each race and measure performance for each? How should you collect data in such a way that includes everyone? Exactly how well does a product need to address these questions before it’s ready to bring to market? These questions have no definitive answer or protocol. In an business ecosystem that embraces the expression “go fast and break things,” some companies may not be considering inclusive algorithms at all.</p><p> </p><p>On the one hand, inclusivity has costs. It’s expensive to compile vast datasets that are inclusive of all people. It’s easier and cheaper to test products solely with people in your network. This can reduce time to market, technical complexity and ultimately the cost to build a product. </p><p> </p><p>On balance, though, a lack of inclusivity can ultimately be costlier. A company that adopts uninclusive technologies risks branding itself as being more interested in padding its wallet then making the world a better place. Phrased another way: inclusivity is an essential part of goodwill, and goodwill is an essential part of marketability.</p><h2>Steps to Vet Technology for Diversity.</h2><p>The technology partners you choose to work with reflects back on your brand. This is especially true for any customer-facing systems. To vet your technology partners you should:</p><h4>Check Their Ad Copy</h4><p>Is diversity something this company appears to care about? On the company’s LinkedIn pages, websites or advertisements do show images with diverse populations? Do they have any blogs discussing algorithmic inclusivity or diversity?</p><h4>Ask about their processes</h4><p>Any company should be aware of how their algorithms work for people of all races. They should be able to clearly express how they are addressing biased algorithms. Do they have a process they can explain in simple terms? They should be able to tell you where some problems may be and how they are solving them. </p><h4>Test it</h4><p>Get a diverse group of peers to try the system. See if experience differs in any way. What would ideal behavior look like? If anything doesn’t work, provide feedback to the company so they have the opportunity to improve it.</p><h4>Be candid</h4><p>It can be hard to make sure a product works for everyone. There are 8 billion people in the world, and unless you test with everyone, you cannot be sure it works for everyone. 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{#3405 #string: "The computed meta tags for the entity." #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "computed" => true "translatable" => true "read-only" => true "entity_type" => "node" "cardinality" => -1 "provider" => "metatag" "field_name" => "metatag" "bundle" => null ] #typedDataManager: null #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#3406 #definition: array:2 [ "type" => "field_item:metatag_computed" "settings" => [] ] #typedDataManager: null #fieldDefinition: Drupal\Core\Field\BaseFieldDefinition {#3403} } #type: "metatag_computed" #propertyDefinitions: null #schema: null #indexes: [] } "path" => Drupal\Core\Field\BaseFieldDefinition {#3407 #definition: array:8 [ "label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3408 #string: "URL alias" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "translatable" => true "display" => array:1 [ "form" => array:2 [ "options" => array:2 [ "type" => "path" "weight" => 30 ] "configurable" => true ] ] "computed" => true "provider" => "path" "field_name" => "path" "entity_type" => "node" "bundle" => null ] #typedDataManager: null #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#3409 #definition: array:2 [ "type" => "field_item:path" "settings" => [] ] #typedDataManager: null #fieldDefinition: Drupal\Core\Field\BaseFieldDefinition {#3407} } #type: "path" #propertyDefinitions: null #schema: null #indexes: [] } "menu_link" => Drupal\Core\Field\BaseFieldDefinition {#3410 #definition: array:12 [ "label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3411 #string: "Menu link" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "description" => Drupal\Core\StringTranslation\TranslatableMarkup {#3412 #string: "Computed menu link for the node (only available during node saving)." #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "revisionable" => true "class" => "\Drupal\token\MenuLinkFieldItemList" "translatable" => true "internal" => true "display" => array:2 [ "view" => array:1 [ "options" => array:2 [ "label" => "hidden" "region" => "hidden" ] ] "form" => array:1 [ "options" => array:1 [ "region" => "hidden" ] ] ] "computed" => true "provider" => "token" "field_name" => "menu_link" "entity_type" => "node" "bundle" => null ] #typedDataManager: null #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#3413 #definition: array:2 [ "type" => "field_item:entity_reference" "settings" => array:3 [ "target_type" => "menu_link_content" "handler" => "default" "handler_settings" => [] ] ] #typedDataManager: null #fieldDefinition: Drupal\Core\Field\BaseFieldDefinition {#3410} } #type: "entity_reference" #propertyDefinitions: null #schema: null #indexes: [] } "content_translation_source" => Drupal\Core\Field\BaseFieldDefinition {#3414 #definition: array:10 [ "label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3415 #string: "Translation source" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "description" => Drupal\Core\StringTranslation\TranslatableMarkup {#3416 #string: "The source language from which this translation was created." #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "default_value" => array:1 [ 0 => array:1 [ "value" => "und" ] ] "initial_value" => array:1 [ 0 => array:1 [ "value" => "und" ] ] "revisionable" => true "translatable" => true "provider" => "content_translation" "field_name" => "content_translation_source" "entity_type" => "node" "bundle" => null ] #typedDataManager: null #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#3417 #definition: array:2 [ "type" => "field_item:language" "settings" => [] ] #typedDataManager: null #fieldDefinition: Drupal\Core\Field\BaseFieldDefinition {#3414} } #type: "language" #propertyDefinitions: null #schema: null #indexes: [] } "content_translation_outdated" => Drupal\Core\Field\BaseFieldDefinition {#3418 #definition: array:10 [ "label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3419 #string: "Translation outdated" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "description" => Drupal\Core\StringTranslation\TranslatableMarkup {#3420 #string: "A boolean indicating whether this translation needs to be updated." #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "default_value" => array:1 [ 0 => array:1 [ "value" => false ] ] "initial_value" => array:1 [ 0 => array:1 [ "value" => false ] ] "revisionable" => true "translatable" => true "provider" => "content_translation" "field_name" => "content_translation_outdated" "entity_type" => "node" "bundle" => null ] #typedDataManager: null #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#3421 #definition: array:2 [ "type" => "field_item:boolean" "settings" => array:2 [ "on_label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3422 #string: "On" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } "off_label" => Drupal\Core\StringTranslation\TranslatableMarkup {#3423 #string: "Off" #arguments: [] #translatedMarkup: null #options: [] #stringTranslation: null } ] ] #typedDataManager: null #fieldDefinition: Drupal\Core\Field\BaseFieldDefinition {#3418} } #type: "boolean" #propertyDefinitions: null #schema: null #indexes: [] } "body" => Drupal\field\Entity\FieldConfig {#3424 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.body" #status: true #uuid: "8352d305-59ab-45d7-8292-00e6c3e9aba6" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: array:1 [ "default_config_hash" => "4Wxs1LseZ8JsNwD9uJVIbzZqG35yQXN8Eo1Hub6NMuI" ] #trustedData: false #dependencies: array:2 [ "config" => array:2 [ 0 => "field.storage.node.body" 1 => "node.type.article" ] "module" => array:1 [ 0 => "text" ] ] #isSyncing: false #id: "node.article.body" #field_name: "body" #field_type: "text_with_summary" #entity_type: "node" #bundle: "article" #label: "Body" #description: "" #settings: array:3 [ "display_summary" => true "required_summary" => false "allowed_formats" => [] ] #required: false #translatable: true #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "comment" => Drupal\field\Entity\FieldConfig {#3425 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.comment" #status: true #uuid: "284e0758-3599-4d3f-9b27-419659df6edc" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: array:1 [ "default_config_hash" => "UqXlkKC4v2-bDfWx4zcXQrD5YIi3d5byENEmWv-G_Uc" ] #trustedData: false #dependencies: array:2 [ "config" => array:2 [ 0 => "field.storage.node.comment" 1 => "node.type.article" ] "module" => array:1 [ 0 => "comment" ] ] #isSyncing: false #id: "node.article.comment" #field_name: "comment" #field_type: "comment" #entity_type: "node" #bundle: "article" #label: "Comments" #description: "" #settings: array:5 [ "default_mode" => 1 "per_page" => 50 "anonymous" => 0 "form_location" => true "preview" => 1 ] #required: false #translatable: true #default_value: array:1 [ 0 => array:6 [ "status" => 0 "cid" => 0 "last_comment_timestamp" => 0 "last_comment_name" => null "last_comment_uid" => 0 "comment_count" => 0 ] ] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "field_brand_node" => Drupal\field\Entity\FieldConfig {#3426 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.field_brand_node" #status: true #uuid: "0d2066b4-9c01-4020-a32f-0810be622ce1" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: [] #trustedData: false #dependencies: array:1 [ "config" => array:5 [ 0 => "field.storage.node.field_brand_node" 1 => "group.type.brand" 2 => "group.type.distributor" 3 => "group.type.spa" 4 => "node.type.article" ] ] #isSyncing: false #id: "node.article.field_brand_node" #field_name: "field_brand_node" #field_type: "entity_reference" #entity_type: "node" #bundle: "article" #label: "group" #description: "" #settings: array:2 [ "handler" => "default:group" "handler_settings" => array:4 [ "target_bundles" => array:3 [ "distributor" => "distributor" "spa" => "spa" "brand" => "brand" ] "sort" => array:2 [ "field" => "_none" "direction" => "ASC" ] "auto_create" => false "auto_create_bundle" => "spa" ] ] #required: false #translatable: true #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "field_image" => Drupal\field\Entity\FieldConfig {#3427 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.field_image" #status: true #uuid: "7e052338-5d35-4659-bd42-864ded6f12b9" -isUninstalling: false #langcode: "en" #third_party_settings: array:1 [ "content_translation" => array:1 [ "translation_sync" => array:3 [ "alt" => "alt" "title" => "title" "file" => "0" ] ] ] #_core: array:1 [ "default_config_hash" => "PmVL51L3A9QGbPLoeLHw5epAPszeZRasCeC3imeeDRQ" ] #trustedData: false #dependencies: array:2 [ "config" => array:2 [ 0 => "field.storage.node.field_image" 1 => "node.type.article" ] "module" => array:2 [ 0 => "content_translation" 1 => "image" ] ] #isSyncing: false #id: "node.article.field_image" #field_name: "field_image" #field_type: "image" #entity_type: "node" #bundle: "article" #label: "Image" #description: "" #settings: array:12 [ "handler" => "default:file" "handler_settings" => [] "file_directory" => "[date:custom:Y]-[date:custom:m]" "file_extensions" => "png gif jpg jpeg" "max_filesize" => "" "max_resolution" => "" "min_resolution" => "" "alt_field" => true "alt_field_required" => true "title_field" => false "title_field_required" => false "default_image" => array:5 [ "uuid" => null "alt" => "" "title" => "" "width" => null "height" => null ] ] #required: false #translatable: true #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "field_product_brand" => Drupal\field\Entity\FieldConfig {#3428 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.field_product_brand" #status: true #uuid: "378a09fc-69fd-4989-9a29-955535632d5a" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: [] #trustedData: false #dependencies: array:1 [ "config" => array:3 [ 0 => "field.storage.node.field_product_brand" 1 => "group.type.brand" 2 => "node.type.article" ] ] #isSyncing: false #id: "node.article.field_product_brand" #field_name: "field_product_brand" #field_type: "entity_reference" #entity_type: "node" #bundle: "article" #label: "product brand" #description: "" #settings: array:2 [ "handler" => "default:group" "handler_settings" => array:4 [ "target_bundles" => array:1 [ "brand" => "brand" ] "sort" => array:2 [ "field" => "_none" "direction" => "ASC" ] "auto_create" => false "auto_create_bundle" => "" ] ] #required: false #translatable: true #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "field_tags" => Drupal\field\Entity\FieldConfig {#3429 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.field_tags" #status: true #uuid: "34a0d997-c20e-4670-a131-e8615a87577a" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: array:1 [ "default_config_hash" => "QdUgf_beeoaPiyKorFv0q1fcJpWH_uZTqe_xoVJacrw" ] #trustedData: false #dependencies: array:1 [ "config" => array:3 [ 0 => "field.storage.node.field_tags" 1 => "node.type.article" 2 => "taxonomy.vocabulary.tags" ] ] #isSyncing: false #id: "node.article.field_tags" #field_name: "field_tags" #field_type: "entity_reference" #entity_type: "node" #bundle: "article" #label: "Tags" #description: "Enter a comma-separated list. For example: Amsterdam, Mexico City, "Cleveland, Ohio"" #settings: array:2 [ "handler" => "default:taxonomy_term" "handler_settings" => array:3 [ "target_bundles" => array:1 [ "tags" => "tags" ] "sort" => array:1 [ "field" => "_none" ] "auto_create" => true ] ] #required: false #translatable: true #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } "layout_builder__layout" => Drupal\field\Entity\FieldConfig {#3430 #entityTypeId: "field_config" #enforceIsNew: null #typedData: null #cacheContexts: array:1 [ 0 => "languages:language_interface" ] #cacheTags: [] #cacheMaxAge: -1 #_serviceIds: [] #_entityStorages: [] #originalId: "node.article.layout_builder__layout" #status: true #uuid: "06e366ba-3b21-43cd-90a9-f75320dd8814" -isUninstalling: false #langcode: "en" #third_party_settings: [] #_core: [] #trustedData: false #dependencies: array:2 [ "config" => array:2 [ 0 => "field.storage.node.layout_builder__layout" 1 => "node.type.article" ] "module" => array:1 [ 0 => "layout_builder" ] ] #isSyncing: false #id: "node.article.layout_builder__layout" #field_name: "layout_builder__layout" #field_type: "layout_section" #entity_type: "node" #bundle: "article" #label: "Layout" #description: "" #settings: [] #required: false #translatable: false #default_value: [] #default_value_callback: "" #fieldStorage: null #itemDefinition: null #constraints: [] #propertyConstraints: [] #deleted: false +original: ? Drupal\field\Entity\FieldConfig } ] #languages: array:5 [ "en" => Drupal\Core\Language\Language {#3255 #name: "English" #id: "en" #direction: "ltr" #weight: 0 #locked: false } "fr" => Drupal\Core\Language\Language {#3256 #name: "French" #id: "fr" #direction: "ltr" #weight: 1 #locked: false } "zh-hans" => Drupal\Core\Language\Language {#2275 #name: "Chinese, Simplified" #id: "zh-hans" #direction: "ltr" #weight: 2 #locked: false } "und" => Drupal\Core\Language\Language {#3257 #name: "Not specified" #id: "und" #direction: "ltr" #weight: 4 #locked: true } "zxx" => Drupal\Core\Language\Language {#3252 #name: "Not applicable" #id: "zxx" #direction: "ltr" #weight: 5 #locked: true } ] #langcodeKey: "langcode" #defaultLangcodeKey: "default_langcode" #activeLangcode: "x-default" #enforceDefaultTranslation: null #defaultLangcode: "en" #translations: array:1 [ "x-default" => array:1 [ "status" => 1 ] ] #translationInitialize: false #newRevision: false #isDefaultRevision: "1" #entityKeys: array:4 [ "bundle" => "article" "id" => "42" "revision" => "1531" "uuid" => "03585edc-df4b-4b7f-b22d-706f2bfb74eb" ] #translatableEntityKeys: array:8 [ "label" => array:1 [ "x-default" => "How to Vet Technology for Diversity" ] "langcode" => array:1 [ "x-default" => "en" ] "status" => array:1 [ "x-default" => "1" ] "published" => array:1 [ "x-default" => "1" ] "uid" => array:1 [ "x-default" => "1" ] "owner" => array:1 [ "x-default" => "1" ] "default_langcode" => array:1 [ "x-default" => "1" ] "revision_translation_affected" => array:1 [ "x-default" => "1" ] ] #validated: false #validationRequired: false #loadedRevisionId: "1531" #revisionTranslationAffectedKey: "revision_translation_affected" #enforceRevisionTranslationAffected: [] #isSyncing: false +in_preview: null }