Advanced Technologies for Realizing Sustainable Development Goals: 5G, AI, Big Data, Blockchain, and Industry 4.0 Application

The Role of Big Data Analytics as a Critical Roadmap for Realizing Green Innovation and Competitive Edge and Ecological Performance for Realizing Sustainable Goals

Author(s): Mano Ashish Tripathi*, Indrajit Goswami, Bhadrappa Haralayya, M. Parveen Roja, Mohd Aarif and Devendra Kumar

Pp: 260-269 (10)

DOI: 10.2174/9789815256680124010021

* (Excluding Mailing and Handling)

Abstract

Big data analytics (BDA), as an important tool, is now available to companies who are struggling with problems related to sustainability. However, there are not many case studies of BDA in the academic literature, despite the fact that it has the potential to increase the eco-efficiency of manufacturing. This study focuses specifically on the manufacturing sector to investigate the impact of BDA on green innovation (GI), competitive advantage (CA), and environmental performance (EP) in the context of the manufacturing industry. Big data analytics, also known as BDA, is a relatively new field that has emerged as a result of the growth of contemporary computers and their various uses. The relatively new subjects of business data analytics (BDA) and business analytics (BA) have piqued the attention of both working professionals and academics.

The purpose of this article is to conduct an analysis of the influence that Big Data has had on four important performance indicators: innovation, competitive advantage, productivity growth, and support with decision-making. Big data may help organizations obtain vital insights about their consumers, products, and operations, despite the fact that it does come with a few negatives. Businesses are in a better position to quickly implement new ideas, provide better service to customers, increase efficiency, make decisions that are better informed, and ultimately outperform their rivals when they have access to data insights. The expansion in both the amount and quality of the data that is now accessible has led to improvements in the capacities of organizations as well as the opening of new doors leading to growth. Businesses are renouncing established practices in favor of new, inventive, and innovative techniques in order to redefine creativity, competitiveness, and productivity. It is vital, for the sake of achieving sustainable objectives, to have an understanding of big data analytics as a critical component of the road map for green innovation, competitive advantage, and ecological performance.  


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      • 13. app/Models/UserAccess/UserAccess.php:1266
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      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Trial Access" as access_base_text, CASE j.type WHEN 111 THEN true ELSE false END as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_trail` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 309824417 and j.to_ip >=309824417 )) and ((j.from_date <= 1739988129 and j.to_date >= 1739988129 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 23635) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Subscribed" as access_base_text, false as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_corporate` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 309824417 and j.to_ip >=309824417 )) and ((j.from_date <= 1739988129 and j.to_date >= 1739988129 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 23635) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Token Based Access" as access_base_text, false as terms_popup, "R" as content_download_type, j.uc_id as restricted_user_access_key, "v" as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_token` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 309824417 and j.to_ip >=309824417 )) and ((j.from_date <= 1739988129 and j.to_date >= 1739988129 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 23635)
      740μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1549
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • select b.banner_link, b.banner_name, b.banner_script, b.banner_remarks, b.banner_file_name, b.banner_placement, bd.content_type, bd.content_id from `tbl_banner` as `b` inner join `tbl_banner_detail` as `bd` on `bd`.`banner_id` = `b`.`banner_id` inner join `users` as `u` on `u`.`id` = `b`.`updated_by` where `b`.`banner_ebook` = 1 and `bd`.`content_type` = 'B' and `bd`.`content_id` = 3794 and `b`.`banner_from_date` <= 1739988129 and `b`.`banner_to_date` >= 1739988129 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.09msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 3794
      • 3: 1739988129
      • 4: 1739988129
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:95
      • 14. app/Http/helpers.php:404
      • 17. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 18. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    • select count(*) as aggregate from `uc_cart_products` where cart_id='3cc5b768418e3fd9748a33090f59f888'
      230μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._header:260
      • 18. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 20. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        grD8v6a06DxCZqd16MODv95cvPpIKrlKtAnHJGKD
        uc_cart_id
        3cc5b768418e3fd9748a33090f59f888
        _previous
        array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/23635" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/23635
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:17 [ "x-https" => array:1 [ 0 => "1" ] "host" => array:1 [ 0 => "alpha.eurekaselect.com" ] "priority" => array:1 [ 0 => "u=0, i" ] "cookie" => array:1 [ 0 => "wayfindertarget=eyJpdiI6ImhoeDRUSzZCOVNMNmFNV2kzMTFwb0E9PSIsInZhbHVlIjoibjU3OGFpZVZoU1l4NmFwUGpXK0ZlRExqekp1WWxDWnROMy9EOEsxNzV5az0iLCJtYWMiOiJiNjBkYzI5MTQ2NmU0OWM5NzU2MWRiZjI2ODRlODIyZjYzNmU5MGRhODA5ZGUyN2ViMTA0ODlhN2U0YzJhYjYzIiwidGFnIjoiIn0%3Dwayfindertarget=eyJpdiI6ImhoeDRUSzZCOVNMNmFNV2kzMTFwb0E9PSIsInZhbHVlIjoibjU3OGFpZVZoU1l4NmFwUGpXK0ZlRExqekp1WWxDWnROMy9EOEsxNzV5az0iLCJtYWMiOiJiNjBkYzI5MTQ2NmU0" ] "accept-encoding" => array:1 [ 0 => "gzip, deflate, br, zstd" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] ]
        request_cookies
        0 of 0
        array:1 [ "wayfindertarget" => null ]
        response_headers
        0 of 0
        array:5 [ "content-type" => array:1 [ 0 => "text/html; charset=UTF-8" ] "cache-control" => array:1 [ 0 => "no-cache, private" ] "date" => array:1 [ 0 => "Wed, 19 Feb 2025 18:02:09 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InVuelpaQ3UxRFBMc2k1RXN0cmNBL3c9PSIsInZhbHVlIjoidDhhSW1mNVd3Z0ZPZjFSNWY4bnUwUjQyVk5JSG5rSkVVLy9TZGJNaklKN2hkcFBiYlR6bVA3ZFc5aG1HUUZoQ2tlRHNveDVtMGZTMHQvMS9IS1ZCaWxVR0ViWkk2MTBlZnZXVVN1Rmd1Y0FmUUFEVlVTdTRLblVLVUw0ZGNGUGciLCJtYWMiOiI5ZWExM2YwOTE2YWJmMDcyZDYzYWFlYTM3NmVlOWE2MDA4ZWNiODUwZDRkMGQ0ODc0YWQ3NjQ2MmE0MTZlYzlhIiwidGFnIjoiIn0%3D; expires=Sat, 22 Feb 2025 06:02:09 GMT; Max-Age=216000; path=/; secure; samesite=laxXSRF-TOKEN=eyJpdiI6InVuelpaQ3UxRFBMc2k1RXN0cmNBL3c9PSIsInZhbHVlIjoidDhhSW1mNVd3Z0ZPZjFSNWY4bnUwUjQyVk5JSG5rSkVVLy9TZGJNaklKN2hkcFBiYlR6bVA3ZFc5aG1HUUZoQ2tlRHNve" 1 => "alphaeurekaselectnet_session=eyJpdiI6IkNXU002VHo1bkNXRWZMVFl6Tk56L0E9PSIsInZhbHVlIjoidFZWVUlBRVdPbXQ1ODVheUpkVzhRTFRSVzZLakpza0k3Qm1pTS85UEVmMjBRL1d5S0ZTSkplSGtMaWxYckhkdmQ3Sk4rSU90SHhoMXc2UDk2R2NKK3VIWnBoV3U1d0lrRXVKckgyV0R5TXV4emh6RWJLNGQrcXFtY21oeTZCMXgiLCJtYWMiOiJkYmQ3Mjk3NTJiNGVhN2IwZDdiNmUxNDMyODYyZTQ5MDg3OWEyYWM0ZDE5NzEyNGMwMmNkMGQyZTMzODMxM2MyIiwidGFnIjoiIn0%3D; path=/; secure; httponly; samesite=laxalphaeurekaselectnet_session=eyJpdiI6IkNXU002VHo1bkNXRWZMVFl6Tk56L0E9PSIsInZhbHVlIjoidFZWVUlBRVdPbXQ1ODVheUpkVzhRTFRSVzZLakpza0k3Qm1pTS85UEVmMjBRL1d5S0ZTSkplSGt" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InVuelpaQ3UxRFBMc2k1RXN0cmNBL3c9PSIsInZhbHVlIjoidDhhSW1mNVd3Z0ZPZjFSNWY4bnUwUjQyVk5JSG5rSkVVLy9TZGJNaklKN2hkcFBiYlR6bVA3ZFc5aG1HUUZoQ2tlRHNveDVtMGZTMHQvMS9IS1ZCaWxVR0ViWkk2MTBlZnZXVVN1Rmd1Y0FmUUFEVlVTdTRLblVLVUw0ZGNGUGciLCJtYWMiOiI5ZWExM2YwOTE2YWJmMDcyZDYzYWFlYTM3NmVlOWE2MDA4ZWNiODUwZDRkMGQ0ODc0YWQ3NjQ2MmE0MTZlYzlhIiwidGFnIjoiIn0%3D; expires=Sat, 22-Feb-2025 06:02:09 GMT; path=/; secureXSRF-TOKEN=eyJpdiI6InVuelpaQ3UxRFBMc2k1RXN0cmNBL3c9PSIsInZhbHVlIjoidDhhSW1mNVd3Z0ZPZjFSNWY4bnUwUjQyVk5JSG5rSkVVLy9TZGJNaklKN2hkcFBiYlR6bVA3ZFc5aG1HUUZoQ2tlRHNve" 1 => "alphaeurekaselectnet_session=eyJpdiI6IkNXU002VHo1bkNXRWZMVFl6Tk56L0E9PSIsInZhbHVlIjoidFZWVUlBRVdPbXQ1ODVheUpkVzhRTFRSVzZLakpza0k3Qm1pTS85UEVmMjBRL1d5S0ZTSkplSGtMaWxYckhkdmQ3Sk4rSU90SHhoMXc2UDk2R2NKK3VIWnBoV3U1d0lrRXVKckgyV0R5TXV4emh6RWJLNGQrcXFtY21oeTZCMXgiLCJtYWMiOiJkYmQ3Mjk3NTJiNGVhN2IwZDdiNmUxNDMyODYyZTQ5MDg3OWEyYWM0ZDE5NzEyNGMwMmNkMGQyZTMzODMxM2MyIiwidGFnIjoiIn0%3D; path=/; secure; httponlyalphaeurekaselectnet_session=eyJpdiI6IkNXU002VHo1bkNXRWZMVFl6Tk56L0E9PSIsInZhbHVlIjoidFZWVUlBRVdPbXQ1ODVheUpkVzhRTFRSVzZLakpza0k3Qm1pTS85UEVmMjBRL1d5S0ZTSkplSGt" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "grD8v6a06DxCZqd16MODv95cvPpIKrlKtAnHJGKD" "uc_cart_id" => "3cc5b768418e3fd9748a33090f59f888" "_previous" => array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/23635" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]
        ClearShow all
        Date ↕MethodURLData
        #12025-02-19 18:02:09GET/chapter/23635112182