Digital Transformation
Image Source: Dominic Smith

Partner Article

Bouncing back in 2021: Digital Transformation is no longer a choice as dependence on 5G, IoT and Data increases in society and business

Ivan Ericsson, Head of Quality Management, Expleo Group Limited

The global pandemic has put enormous strain on businesses and brought into sharp focus the importance of being agile, adaptable and able to increase the pace of innovation and change at short notice - catapulting technology right to the top of the agenda for many organisations.

As the economy works to get back on its feet, technology is only going to play a bigger role in our lives. At Expleo, as experts in digital transformation and the reliable implementation of technological innovations, we’ve outlined the biggest tech-driven trends that we expect to see in 2021 and beyond.

  1. “Digital transformation” no longer a choice

If the COVID-19 pandemic has taught businesses anything, it’s that they need to be poised to respond to abrupt market disruption at any moment, making digital transformation mandatory overnight.

With no room for delay, hugely complex corporations – that have historically been slow to adopt technology - have had to accelerate their reliance on technology just to keep afloat in recent months. Digital change, at speed, has become the norm.

Even last year, the idea of an unscheduled video conference call might put people on edge – now most of us wouldn’t think twice about calling a colleague over Teams or Zoom even for a 2-minute conversation. At the same time, social infrastructure has moved with the needs of its users, with telecoms giants strengthening and opening up networks so we can keep communicating despite social distancing.

There are now very few excuses left for operating in a non-digital way. All businesses need to be intelligent businesses that can change direction nimbly, with speed, confidence and composure. As we see more businesses putting this into practice, it’ll likely result in an increased number embracing and normalising some of the behaviours of tech-savvy giants like Apple and Amazon, who have no doubt thrived during this period.

Their success can largely be attributed to normalising an agile approach. By ensuring all applications have testing facilities built in – a “quality shadow” if you will – it allows for continuous improvements, and the ability to change direction quickly and confidently, when needed. This is particularly valuable today as the world becomes more fast-paced and increasingly unpredictable.

  1. Big data/AI/predictive analytics

We’re moving into a space where big data can be extracted from the most seemingly innocuous places. In a hyper-connected world, a move as simple as a dog walk could offer huge swathes of data to the right companies. Many businesses already realise the benefits of capturing and utilising big data, but not all have taken advantage of it. The businesses that move quickest are most likely to reap the rewards in a more impactful way than their ‘data shy’ competitors. Where data used to be a side effect of business operation, it is now the driving force.

As businesses begin to rely more heavily on data to make critical decisions, independent assurance becomes increasingly important to get those decisions right. Forward-thinking, data-driven organisations must therefore assure that the data is correct in the first place, to avoid giving businesses false confidence and risk them moving in the wrong direction – something that is rarely affordable in today’s competitive and fast-paced environment. If businesses are not 100% confident in assuring the quality and accuracy of their own data, they should look to a third party for support.

A key data trend we expect to see moving further into 2021 is the increased use of predictive analytics. At the moment, businesses will often use data analytics to give us insights into our past activities, or to tell us where we are right now. However, the real value lies in knowing where we are going and how we are going to get there. Data analytics will help to identify the optional levels that can be pulled to drive change and realise business benefit.

Secondly, as intuitive technology advances and becomes more accessible, we expect over the next 12 months to see companies of all sizes begin to adopt artificial intelligence (AI) to drive intelligent analytics. In this context, AI refers to various technologies that allow machines to learn, sifting through ‘messy’ big data in order to find and unlock valuable predictive insights into future events. This allows businesses to better adapt their strategy to likely future outcomes and get a head start in the market.

However, with this ever-increasing emphasis on data and data protection, ethical AI will have a more prominent role to play in 2021 and beyond. Protected, usable Data is a by-product of good data security and privacy measures; however, the public remain wary of how their data is being used, particularly after the fallout from Cambridge Analytica’s use of data to influence an election[1]. Businesses, therefore, must give their customers confidence that their data is secure and protected.

  1. Moral relevance/corporate altruism

Research shows that young people are increasingly researching and considering the ethics of brands they’re purchasing from. And it won’t be long before this attitude starts seeping into every other aspect of their lives, with more and more people wanting to work for what they consider to be “purpose-driven” businesses.

Talent is the lifeblood of any company, so for big corporations, many of whom were born to create profit, this could put them in a tricky position. They might already be influencing society in a positive way - but this is unlikely to have ever been their main goal.

Moving forward, however, all organisations will have to start thinking about the “Triple Bottom Line”. That means considering the environmental and social impact of your business, alongside your commercial imperative.

We’ll soon see a mindset switch across businesses, from ‘competing’ to ‘advancing’. Instead of wanting to be the “best,” the question will be, how can I better serve the world around me?

In line with this, businesses will have to start thinking more about how to use tech for good, as we’ve seen with the likes of Microsoft Teams connecting tens of millions of people every day, during this very dark time[2].

2021 is likely to bring even more inroads when it comes to using technology to improve society, whether it’s developing bespoke problem-solving technologies or using IT to ‘eco-proof’ existing sectors, the goal for businesses is to rise to this challenge and build a better future for people and the planet through the use of technology. But all organisations will continue to need to be able to justify technology use and prove that they’re using it ethically, and in a secure manner.

  1. 5G new networks – just about all big trends are driven by/reliant upon faster networks – particularly relevant for a more distributed workforce

Greater access and utilisation of 5G networks across the country will underpin and accelerate all of the key trends discussed. Everything we do on our smart devices we can expect to do at higher speed, greater capacity and with lower lag times.

As our digital footprints extend beyond simple web browsing and into our daily lives through smart technology, we are creating huge amounts of data every minute. This vast flow of data is increasingly dependent on new high bandwidth networks to facilitate it. Therefore, the merging of technology and engineering will become critical in ensuring big data is carried successfully to drive analytics and drive business.

The fact we have managed to successfully work from home during COVID is a glowing recommendation for the quality of the networks as they exist today, and they will only get better.

The telecoms industry is already working overtime to ensure that people all over the country get reliable access to the internet – and the fact that there is still inequality in this area proves just how challenging this is. But, in line with this trend toward hyper automation, which will make data extraction and analysis a part of everyday life for businesses, the consolidation of tech and engineering will be ever more important. Forward-thinking companies will look to incorporate 5G networks into their business strategy. This could be from an internal perspective to enhance the abilities of their remote workforce. Alternatively, this could relate to their own products or offerings – developing an internet of things (IoT) strategy, improve user experience, or bring products to market faster by analysing big data and adapting quicker. Either way, with increasingly improved networks, businesses are expected to take advantage of the huge increase in accessible and usable data.

Concluding comments:

For businesses to truly reap the benefits of these new technologies, they must be developed and adopted in the right way.

Quality assurance, trust and security are three key requirements that the technology of the future depends on to succeed. Having these requirements at the heart of any digital transformation will ensure that systems perform reliably, having been tested and assured.

By prioritising a seamless customer experience combined with an ability to create, test, and scale digital solutions and operationalise at pace, businesses will be in the best possible position to take advantage of the potential being unlocked by these new technologies.

This was posted in Bdaily's Members' News section by Expleo .

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      3
      errors
      4
      article
      5
      body
      6
      canonicalUrl
      7
      sponsored
      8
      sponsored2024
      9
      content
      10
      headline
      11
      mainImage
      12
      profile
      13
      title
      14
      __currentLoopData
      15
      tag
      16
      loop
      17
      picture
      18
      caption
    uri
    GET articles/{year}/{month}/{date}/{slug}
    middleware
    web
    as
    articles.article
    controller
    App\Http\Controllers\ArticleController@getArticle
    namespace
    App\Http\Controllers
    prefix
    /articles
    where
    file
    app/Http/Controllers/ArticleController.php:58-111
    26 statements were executed, 7 of which were duplicated, 19 unique60.27ms
    • select * from "articles" where "published_at"::date = '2021-01-27' and "slug" = 'bouncing-back-in-2021-digital-transformation-is-no-longer-a-choice-as-dependence-on-5g-iot-and-data-increases-in-society-and-business' and "type" != 'blog' and "articles"."deleted_at" is null limit 120.25ms/app/Database/Articles.php:27production
      Metadata
      Bindings
      • 0. 2021-01-27
      • 1. bouncing-back-in-2021-digital-transformation-is-no-longer-a-choice-as-dependence-on-5g-iot-and-data-increases-in-society-and-business
      • 2. blog
      Backtrace
      • 16. /app/Database/Articles.php:27
      • 17. /app/Infrastructure/Cache/Articles.php:30
      • 18. /app/Http/Controllers/ArticleController.php:61
      • 21. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 22. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:219
    • select "tags".*, "taggables"."taggable_id" as "pivot_taggable_id", "taggables"."tag_id" as "pivot_tag_id", "taggables"."taggable_type" as "pivot_taggable_type" from "tags" inner join "taggables" on "tags"."id" = "taggables"."tag_id" where "taggables"."taggable_id" in ('96fb4b9d-d828-41be-9d96-044549bc0a1d') and "taggables"."taggable_type" = 'article' and "tags"."deleted_at" is null4.49ms/app/Http/Controllers/ArticleController.php:80production
      Metadata
      Bindings
      • 0. 96fb4b9d-d828-41be-9d96-044549bc0a1d
      • 1. article
      Backtrace
      • 18. /app/Http/Controllers/ArticleController.php:80
      • 21. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 22. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:219
      • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:176
      • 24. /vendor/laravel/framework/src/Illuminate/Routing/Router.php:680
    • select * from "profiles" where "profiles"."id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 19.58ms/app/Views/Analytics/PublishedItem.php:36production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 20. /app/Views/Analytics/PublishedItem.php:36
      • 21. /app/Http/Controllers/ArticleController.php:82
      • 24. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 25. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:219
      • 26. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:176
    • select * from "editors" where "editors"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 11.52ms/vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 16. /vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23
      • 19. /app/Domain/Profiles/Profile.php:127
      • 20. /app/Views/Analytics/PublishedItem.php:36
      • 21. /app/Http/Controllers/ArticleController.php:82
      • 24. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '96fb4b9d-d828-41be-9d96-044549bc0a1d' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null2.82ms/app/Http/Controllers/ArticleController.php:107production
      Metadata
      Bindings
      • 0. 96fb4b9d-d828-41be-9d96-044549bc0a1d
      • 1. article
      Backtrace
      • 19. /app/Http/Controllers/ArticleController.php:107
      • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:219
      • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:176
      • 25. /vendor/laravel/framework/src/Illuminate/Routing/Router.php:680
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' and "imageables"."imageable_type" = 'profile' and "images"."deleted_at" is null1.18msview::frontend._artivent:58production
      Metadata
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      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      • 1. profile
      Backtrace
      • 19. view::frontend._artivent:58
      • 21. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 22. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 23. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 24. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select * from "premium_memberships" where "premium_memberships"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' and "premium_memberships"."profile_id" is not null limit 1950μs/app/Domain/Profiles/Profile.php:116production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 20. /app/Domain/Profiles/Profile.php:116
      • 21. view::frontend._artivent:61
      • 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 24. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 25. /vendor/laravel/framework/src/Illuminate/View/View.php:125
    • select * from "editors" where "editors"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 1410μs/vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 16. /vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23
      • 19. /app/Domain/Profiles/Profile.php:127
      • 20. view::frontend._artivent:62
      • 22. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 23. /vendor/laravel/framework/src/Illuminate/View/View.php:142
    • select * from "editors" where "editors"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 1360μs/vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 16. /vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23
      • 19. /app/Domain/Profiles/Profile.php:127
      • 20. /app/Domain/Profiles/Profile.php:150
      • 21. view::frontend._artivent:63
      • 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
    • select * from "profile_pages" where "profile_pages"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' and "profile_pages"."profile_id" is not null limit 12.88msview::frontend.profiles._article-byline:12production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 21. view::frontend.profiles._article-byline:12
      • 23. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 24. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 25. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 26. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select * from "editors" where "editors"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 1390μs/vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 16. /vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23
      • 19. /app/Domain/Profiles/Profile.php:127
      • 20. view::frontend._artivent:78
      • 22. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 23. /vendor/laravel/framework/src/Illuminate/View/View.php:142
    • select * from "editors" where "editors"."profile_id" = 'e04632ed-e1e4-4bf7-be33-c3d59560163d' limit 1420μs/vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23production
      Metadata
      Bindings
      • 0. e04632ed-e1e4-4bf7-be33-c3d59560163d
      Backtrace
      • 16. /vendor/laravel/framework/src/Illuminate/Support/Traits/ForwardsCalls.php:23
      • 19. /app/Domain/Profiles/Profile.php:127
      • 20. view::frontend._artivent:89
      • 22. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 23. /vendor/laravel/framework/src/Illuminate/View/View.php:142
    • select * from "partners" where "partners"."deleted_at" is null order by "created_at" asc2.57ms/app/Domain/Partners/PartnerRepository.php:58production
      Metadata
      Backtrace
      • 14. /app/Domain/Partners/PartnerRepository.php:58
      • 15. /app/Http/ViewComposers/PartnersComposer.php:24
      • 16. /app/Http/ViewComposers/SimpleComposer.php:15
      • 21. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:179
      • 22. /vendor/laravel/framework/src/Illuminate/View/View.php:123
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'bc10c42f-ed28-4810-b1c9-ad5f5e75d131' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 11.18msview::sidebar._columnist_content:8production
      Metadata
      Bindings
      • 0. bc10c42f-ed28-4810-b1c9-ad5f5e75d131
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '61fdb3d2-dc48-4ed2-addc-2b628ee90b43' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 11.25msview::sidebar._columnist_content:8production
      Metadata
      Bindings
      • 0. 61fdb3d2-dc48-4ed2-addc-2b628ee90b43
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'b03116a0-abce-47bf-b25d-251b2a3a94bf' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1970μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '1b2e71ec-cab4-4833-bf36-39846c13bd0e' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1980μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '743a18b7-f43c-4b89-83f8-047bcee61c5b' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1910μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
      • 0. 743a18b7-f43c-4b89-83f8-047bcee61c5b
      • 1. article
      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '08571622-e1f2-4f34-a28c-754812d2e981' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1980μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'e8088dc2-1a18-452c-98ce-f8fa866b8cae' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1920μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'f9843bb6-db0d-4f60-92e3-b693f63f039d' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 11msview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = '4c731ca5-146b-404a-a5ed-0c8c9221f43e' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1900μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'b5688c09-40b5-4f39-893a-0259ab85cbf6' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1960μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'abb73c8e-7617-4a00-96ac-efba2723e125' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1890μsview::sidebar._columnist_content:8production
      Metadata
      Bindings
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      Backtrace
      • 15. view::sidebar._columnist_content:8
      • 17. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:59
      • 18. /vendor/laravel/framework/src/Illuminate/View/View.php:142
      • 19. /vendor/laravel/framework/src/Illuminate/View/View.php:125
      • 20. /vendor/laravel/framework/src/Illuminate/View/View.php:90
    • select "images".*, "imageables"."imageable_id" as "pivot_imageable_id", "imageables"."image_id" as "pivot_image_id", "imageables"."imageable_type" as "pivot_imageable_type", "imageables"."caption" as "pivot_caption" from "images" inner join "imageables" on "images"."id" = "imageables"."image_id" where "imageables"."imageable_id" = 'd40d28b9-a29f-47fe-8ec4-df4190cc21ed' and "imageables"."imageable_type" = 'article' and "images"."deleted_at" is null limit 1900μsview::sidebar._columnist_content:8production
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