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How to build a data dream team   | Computer Weekly

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How to build a data dream team   | Computer Weekly


Data is critically important to almost any business – it’s the lifeblood that makes an organisation function. But managing, leveraging and realising the commercial advantage of data is also hard. 

If fully leveraging data is difficult enough, the bar is only getting higher – with AI changing the game. Traditionally, approaches to data have been through a systems-focused lens, ensuring that the systems a business operates on have the requisite data flowing through them. But now, the task has moved to ensuring that data is AI-ready. This means that it needs to be properly tagged so that AI applications know what the information is, where it came from and how it has been used before. This enables the AI to understand what the data signifies without having to interpret it for itself. Without this, the AI might guess incorrectly, leading to mistakes, unintended consequences and even hallucinations.

 In the AI age, robust data governance has bever been more critical. Organisations need clear policies, rigorous standards and well-defined processes to ensure data quality. Equally important is the systematic management of data throughout its lifecycle, including consistent curation, secure storage and management so that data remains accurate, reliable and fit for advanced analytical and AI applications.

Building the data team

All of this means that having the right data team in place is imperative. However, it has also led to increased competition in the market for professionals with advanced data skills and experience. Clarity over the team and roles you are trying to build is therefore essential. So, what does a ‘data dream team’ look like?

 In our experience, both from the recruitment side servicing the market and as a data practitioner building and running a team, you have to get the data team right, along with the necessary data processes and structures, before you can even think about pushing far into AI.

 Several roles are critical. Firstly, data engineers are fundamental because they set the processes to collect, manage and store the data for the business to use; they lay the foundations. Data architects ensure that the data flows and connections between systems align to business needs, and can be properly scaled and supported. Then, skilled data scientists and data analysts use the data to draw out actionable insights including applying AI techniques and potentially starting the evolution towards machine learning and automation stages. BI (business intelligence) analysts also play an important role by bringing a business/sectoral lens to what the data is showing. As a business becomes more mature with both data and AI, the need develops for AI/ML engineers to design intelligent systems using the data flows created.

 Another key emerging role is what one might describe as a ‘data translator’ or perhaps a ‘data solutions engineer’. These individuals form the link between the data team and the business, acting as a conduit to help translate the insights from the data into business actions that can be taken. This demands both technical skills and knowledge, and business acumen and understanding. It’s a role that often gets overlooked, although more businesses seem to be realising that it’s a vital part of the puzzle.

 It is worth noting that these roles are all in high demand, and can be hard to fill. As a result, data-related salaries have jumped significantly in the last 18 months or so. Whereas many tech role salaries have only risen at or around the rate of inflation, some data roles have put on perhaps 15-20%. A good analyst may command somewhere in the region of £70-90k, engineers and scientists perhaps £80-110k, while an accomplished data translator/solutions engineer could attract £120k or more.

 As can be seen from the above, a good data approach is about having a multi-discipline team comprised of different roles, working closely together. Therefore, it’s by no means simply about finding people with the right technical skills – cultural fit within the team and the business should also be key considerations. As so often the case, it’s as much about the people as it is about the technology. Businesses shouldn’t expect to assemble the right data team overnight. It’s an organic and incremental process that can take perhaps 12-18 months to fully reach fruition.

 The leadership question

Then there is the issue of leadership: who should take executive responsibility for data and the data team? Most businesses have a Chief Data Officer or equivalent (Director of Data or Head of Data etc) – the key question is where this individual sits in the management hierarchy. In an ideal world, the head of data would be on a par with the heads of technology and product, and have a seat in the boardroom. In practice, this is often still not the case – but is something that we expect will change in the coming years, especially with the continuing march of AI. There are other variations. For example, in companies undertaking large-scale implementations of AI, we sometimes see a Chief Data Officer working alongside a Chief AI Officer, but in some businesses the two roles are merged into one. There are no ‘right’ answers here – it really is down to the individual dynamics within an organisation.

Finally, it is also crucial to realise that data is not only a matter for the data team: everyone is a data user. Therefore, data literacy across the business must be on the agenda, with training and resources available to help everyone increase their data competency and confidence. Only in this way will you fully realise the benefits of all the work you have put in to make high quality, granular and relevant data flow around the organisation, feeding business decision-making and unlocking commercial returns.

Jack Capel is UK south director of Harvey Nash. Adam Asprey is director of Data at Maximus UK. 



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‘STAGED’: Conspiracy Theories Are Everywhere Following White House Correspondents’ Dinner Shooting

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‘STAGED’: Conspiracy Theories Are Everywhere Following White House Correspondents’ Dinner Shooting


In the immediate aftermath of the attack on the White House Correspondents’ Dinner on Saturday night, influencers, pundits, and random posters lit up social media platforms like X, Bluesky, and Instagram with conspiracy theories about the attack and the alleged shooter.

Both left and right-wing accounts claimed, without evidence, that the attack was staged.

President Donald Trump, Vice President JD Vance, and dozens of other high-profile administration officials and journalists were attending the dinner at the Hilton hotel in Washington, DC, when a suspect, later identified by media reports as Cole Tomas Allen from California, allegedly ran past security towards the event. He was detained by law enforcement while the president and vice president were evacuated. Police said that they believe Cole acted alone, but did not expand on who his intended target was or what his motive may have been. “We believe the suspect was targeting administration officials,” acting attorney general Todd Blanche told NBC’s Meet the Press on Sunday morning.

On Bluesky, which has a predominantly left-leaning user base, many people simply wrote the word “STAGED” over and over again, echoing the response to the Trump assassination attempt in Butler, Pennsylvania in 2024.

On X, many claimed the shooting was staged as a way to bolster support for Trump’s plan to build a new ballroom in the White House. The president referenced the ballroom in a press conference after the incident and a Truth Social post on Sunday morning. Many prominent online Trump boosters echoed the need for the ballroom, including far-right podcaster Jack Posobiec, Libs of TikTok creator Chaya Raichik, and Tom Fitton, the right-wing activist who runs Judicial Watch.

Their quick response, conspiracy theorists claimed, was evidence of a coordinated campaign following the shooting. “Is this another staged event,” one X user asked in a post that has been viewed more than 5 million times.

Other social media users who claimed the incident was staged pointed to a Fox News clip that featured the station’s White House correspondent Aishah Hasnie speaking from the Hilton hotel. Hasnie told viewers that prior to the shooting, press secretary Karoline Leavitt’s husband allegedly told her “you need to be very safe,” before the call was cut off.

“Fox News just cut one of their reporters off as they seemed to indicate the shooting was a pre-planned false flag,” one X user wrote in a post that has been viewed more than 2 million times. Hasnie later clarified in an X post that her cell service had cut out in a location with notoriously bad service, adding: “He was telling me to be careful with my own safety because the world is crazy. He was expressing his concern for my safety.”

“I don’t want to be fomenting conspiracies,” wrote Angelo Carusone, the chair and president of Media Matters, on Bluesky about the Fox News interview. “But I mean…this was super weird. Super weird.”

Leavitt herself was also the focus of conspiracy theories after she said “shots will be fired” in an interview ahead of the dinner, referring to the jokes Trump was scheduled to deliver. Following the attack, X users claimed the comment was “strange,” “sus,” or a “curious choice of words,” while sharing memes that suggested the shooting was staged. At least one mainstream outlet appeared to amplify the conspiracy theory as well, describing Leavitt’s comment as “eerie” and “bizarre.”





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Your Kindle Is Better With Accessories. Here’s Where to Start

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Your Kindle Is Better With Accessories. Here’s Where to Start



Kindle Holders

Hate holding up your Kindle? Or struggle with chronic pain that makes holding it feel terrible? These holders will literally take the weight out of your hands.

Lamicall

Gooseneck iPad Holder

This holder works for Kindles and tablets alike, and even my Nintendo Switch. The clamp base lets you attach it to tables and furniture, and it’s easy to position in front of or even above you if you wanted to lie down and read.

Lamicall

Tablet Pillow Stand Holder

If you want something that’s freestanding, this pillow tablet stand holder works great for a Kindle. I use it on the couch, and I can sit up or lounge back and adjust the stand arm to suit my position. There are also two built-in cup and snack holders. Lamicall says they’re food safe, but I just use it to hold my tea mug and phone.


A Freestanding Charger

Looking to keep your Kindle charged without adding another cord to the floor of your desk or bedside table? Same. Here’s a more stylish solution if you have one of the Signature editions.

Anker

Wireless Charging Dock for Kindle

This wireless charging dock is made by Anker for Kindles, specifically for Kindle Paperwhite and Colorsoft’s seven-inch Signature editions. Those versions have wireless charging capabilities, and this stand takes advantage of that with charging coils that line up with the back of the Kindle, where the wireless charging is. You’ll want to take off any MagSafe cases; leaving mine on made the little light on the charging dock flash until I took it off.


A Kindle Page Turner

The hottest new item to get as a Kindle lover is a page turner. They’re especially handy for holders like the ones above, where your hands aren’t already on the device, and can make for a great accessibility accessory for readers with different needs.

My biggest irritation with these devices so far is that you have to charge them both individually, and if one runs out of battery, the whole thing is useless. I also don’t love that the turner does tend to block at least one letter while I read, and you can’t place it on the lower or upper margins since it’ll activate the menus instead of turning the page. Still, it makes reading ultra comfortable, especially for my strained wrists.

Here’s my favorite one so far, that’s been solid at holding a charge, and next I’m testing this remote ($15) with a wearable ring clicker instead of a remote.



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California Engineer Identified in Suspected Shooting at White House Correspondents’ Dinner

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California Engineer Identified in Suspected Shooting at White House Correspondents’ Dinner


A 31-year-old engineer and computer scientist was identified by media reports and President Donald Trump as the suspected shooter at the White House Correspondents Dinner on Saturday night.

Cole Tomas Allen, of Torrance, California, was apprehended following the firing of shots at the Washington Hilton, where Trump was scheduled to deliver remarks to a ballroom full of journalists, cabinet officials, and Hilton staff. Allen’s name surfaced in media reports shortly before Trump posted two photos of a suspect following his apprehension. The person in the photos Trump posted matches photos of Allen.

In dramatic scenes, several shots were heard outside the ballroom, after which Trump and Vice President JD Vance were immediately rushed off the stage by the United States Secret Service. In the immediate aftermath of the shooting incident, it briefly appeared as if the event would proceed—Trump posted “LET THE SHOW GO ON” on Truth Social—but the event was eventually shut down.

According to the Metropolitan Police Department, the suspect “charged” a Secret Service checkpoint at the Hilton hotel, and was intercepted by agents. MPD interim chief Jeffery Carroll said the suspect was carrying a “shotgun, handgun, and multiple knives.”

At a White House press conference following the shooting, Trump said one United States Secret Service agent was shot but saved from serious injury by his bulletproof vest. Trump said the agent, who was not named, is “doing great” and in “great shape.” No other injuries were immediately reported.

The suspect was later transported to a local hospital “to be evaluated,” according to Carroll, who said he appears to be a “lone actor.”

Around the time Trump’s press conference began on Saturday night, he posted a picture on his Truth Social account appearing to show the suspected shooter on the ground, with his hands restrained behind his back, and a foil warming blanket covering the lower half of his body.

A WIRED review of public databases shows a seemingly minimal online presence associated with Allen’s name. According to his LinkedIn profile, he graduated from Caltech in 2017 with a bachelor’s in mechanical engineering and from California State University Dominguez Hills in 2025 with a master’s in computer science. An apparent photo of Allen that appears on Caltech’s website identifies him as a member of the school’s Mechanical Engineering 72 class, described by the school as a “two-term engineering design lab” for building robots and autonomous vehicles. His name is also listed in a 2025 Dominguez Hills graduation program. A search in a public facial recognition database returns only two images, both apparently of him as an undergraduate.

According to the alleged shooter’s LinkedIn profile, he has been employed part-time since March 2020 at C2 Education, a private company that helps students prepare for the SAT and ACT exams. In December 2024, C2 Education said in posts on LinkedIn and Facebook that he was the company’s “December Teacher of the Month.”

Since 2018, the suspected shooter has self-identified on his LinkedIn profile as a “self-employed” indie game developer. He appears to have released an “atomic fighting game” called Bohrdom on Steam in 2018. The game was advertised using accounts on YouTube and X that appeared to have little to no following. The caption for a trailer of the game describes it as a “non-violent, skill-based, asymmetrical fighting game loosely based on a chemistry model that is itself loosely based on reality.”

C2 Education and did not immediately respond to requests for comment. When reached for comment, the Metropolitan Police Department referred WIRED to a video of its public press conference.



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