Category Archives: Data Mining
Deswik to aid deep underground mining decision making with MineOps buy – International Mining
Posted by Daniel Gleeson on 29th November 2021
The reach of Deswiks mine planning and design solutions is set to extend deeper underground with Deswik.Apps, a suite of apps that will enable operators to access critical, task-specific data on a tablet or mobile device while offline working in underground operations, the software provider says.
The apps, the vision of MineOps Director, Joanna Martyr, were conceived from real world mining experience where she identified an opportunity to digitise the way in which mine operators executed their daily tasks. The MineOps mission was born with a suite of applications that would enable data to be presented in a way that promoted good decision making and improved mining operations, Deswik said.
Adam White, CTO at Deswik, said: As Deswik moves its products further into the mine operations market, acquiring these apps from MineOps Software, which align with our product strategy, made sense. We currently have two tablet apps, one of which was co-developed with MineOps Software, so it was a logical investment for the business. MineOps Software have a great range of products, which integrate well with our own software.
I believe we have an exciting future ahead by extending our existing systems directly to the operators in the field and further supporting the digitization efforts of our customers.
While most mining companies have successfully adopted software-based mine design, survey, geology and planning solutions over the last three decades, there is a lack of digital continuity when it comes to transferring this information into the field and capturing the downstream production data, according to Deswik. For many sites, paper-based tools are still used to communicate between the production planners and operators and capture the metrics from all shift activities.
With the launch of Apps, Deswiks underground metals and underground coal customers will benefit from an integrated digital solution that extends right into the hands of the operators themselves, the company said. The inefficiencies associated with the paper-based way of operating will be eliminated and the operators at the coal face will be able to make better, faster decisions with a customised view of the technical data piece required to execute the job.
For Martyr the alignment of MineOps vision with Deswiks plans to develop a more comprehensive and integrated suite of tools made the acquisition and the teams transition to Deswik an easy choice to make.
We are excited to be a part of the Deswik team, she said. With MineOps software we enjoyed building apps that solve real business problems, that people love to use. The move to Deswik allows us to continue to do this with a far greater reach and the benefits of knowledge in a well-respected and established company.
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Deswik to aid deep underground mining decision making with MineOps buy - International Mining
The GDPR and NZ: Why this relationship is so important to the future of data privacy in Aotearoa – SecurityBrief New Zealand
In 2018, a new unprecedented data privacy law took the EU and, by association, the rest of the world by storm. The GDPR (General Data Protection Regulation) in its own words is described as "the toughest privacy and security law in the world," and it's safe to say the impact it has had on the global tech and business sectors has been significant over the past four years.
With more and more NZ companies subject to data and security breaches, it also begs the question as to whether there needs to be more focus on our own data privacy laws and if we can look to other countries for guidance.With the pandemic in 2020 initiating an increased online presence in all areas, companies have had even more reason to strengthen their data security systems and protocols as regulations continue to come with heavier penalties and consequences should they be breached.
Another significant factor is that the laws also cover affiliate companies, meaning that they don't only affect the EU market but also those international companies under EU jurisdiction.
Pre-pandemic, Google was famously hit with a substantial GDPR fine of EUR 50 million in 2019, when it failed to make its consumer data processing statements easily accessible to users. It also came under fire for data mining its users for targeted advertising campaigns without seeking consent, a trend becoming more apparent as companies look for new ways to expand their market growth.
More recently, in 2020, British Airways was targeted by hackers who breached their security and led customers to a fraudulent site that compromised the personal and financial information of about 400,000 people.
These substantial law changes have come at a cost too. According to legaljobs.io, it was reported that 27% of companies spent over half a million dollars to become GDPR compliant, and there has been over EUR 359 million in major fines already issued. This number is expected to grow, with some companies apparently struggling to keep up with the ever-changing online climate.
Rob Ellis of tech company Thales spoke to the BBC in May 2021, telling them that "When GDPR was first drafted, the legislation did not necessarily account for the adoption of new technologies and rapid migration to the cloud brought on by the pandemic.
"In this remote working era, businesses needed to digitally transform almost overnight just to keep the lights on, without necessarily incorporating security in the design of new systems and processes."
So if companies are struggling internationally to implement processes, how does this fare in the NZ market?
If New Zealand businesses have dealings with or are based in the EU, then they must adhere to the rules set out in the GDPR 2018 while also following the NZ Privacy Act 2020 guidelines. That's a lot of information coming from many different places, but thankfully the NZ government's digital website specifies that it is likely for there to be a significant crossover between the two.
With two different sets of rules and a myriad of new technologies and systems to navigate, it's clear that businesses must now be more vigilant than ever to keep up.
University of Auckland commercial law professor, Gehan Gunasekara, says that companies would be wise to make sure they know the European laws well, and if companies invest in smart solutions and education relating to GDPR, then they will be better protected in the long term.
"If you meet the European requirements, then 99.9% of the time you're most likely to also meet the New Zealand requirements. There are some subtle differences between the two regimes, but for most businesses, that doesn't really become an issue."
He says the most difficult situations come with doing business in and with Europe, and this is where companies have to carefully consider all the steps necessary to comply with the GDPR.
"Let's say, for example, you're a tourism operator and you want to bring Europeans to New Zealand or are offering flights to Europe, then you have to comply with the GDPR.
"It's now more than just about being transparent, and a bit more than consent. There is the idea that if you get specific explicit consent, everything is okay, but that's not the way the GDPR works. It is kind of the way that New Zealand's privacy law works because most things can be agreed to by consent under New Zealand law, but in the GDPR consent is not solid grounds on which you can base processing of personal data."
He says that the European GDPR is based on the legitimacy of interest, and companies have to explicitly outline how they're going to keep their data safe.
"You've got to show you have a legitimate interest and you've got to show that the individual's interest's don't override it. You've also got to show you're taking necessary steps to protect the data. Even if an individual signs some kind of waiver or consent, under GDPR, that's not going to get you off the hook."
Another issue Gunasekara brings up is education. He believes that even if companies equip the best tools and systems, humans are the key to regulating GDPR compliance and should be a key investment.
"The Privacy Commissioner in New Zealand can only give limited assistance as far as the Europeans laws are concerned."
Recently this year, Gunasekara and his team at the University of Auckland launched a program specifically targeted at companies and workers wanting to upskill in the areas of GDPR and data protection.
"We have a brand new online programme called the master of information governance that was launched this year. The idea is to train and upskill people who are privacy officers, information officers and governance officers.
"The advantage is if an organisation were to send its staff to a programme like that, then those staff can train other staff within the organisation and so there's a cascade effect."
When discussing our data privacy regulations compared to the rest of the world, he believes we are in the middle of the road when it comes to developed countries.
"There are many countries around the world that have yet to get privacy regulation. I mean, China is the latest one that has actually now passed quite a strict personal information protection law. Almost every week, there's another country passing a privacy law.
"We think we're weak in comparison to the GDPR, but even in relation to Australia for example, where small businesses are not covered, New Zealand has a good one size fits all law that's relatively easy to understand."
When asked what businesses should do to be prepared for GDPR compliance, along with education, Gunasekara emphasised the need for a company-wide approach, with all employees doing their part to protect data.
"There is really no excuse for business not to get up to speed with it, and it can't be something that can be just dedicated to some compliance officer or privacy officer. It requires an all business approach. This needs to be grasped at board and CEO level and there are cost implications, but the costs of privacy failures would be higher.
With new privacy laws popping up by the day, and a large majority of businesses worldwide being subject to data breaches regularly, it's clear that data privacy isn't something companies should sweep under the rug. GDPR and privacy laws are there to protect businesses and consumers, not hinder them, so it's in their best interest to make sure they are up to speed.
Do we need a brand new, state-regulated GDPR that is NZ specific? Perhaps it's too early to tell. With so many of these new laws around the world being in their infancy, the full effect hasn't come to light.
With noticeable fines and a focus on enhancing secure technology, we've seen many companies stung and others learn from their mistakes, so this may be an early indicator of change. However, it is clear that the European GDPR is a landmark initiative that New Zealand and the rest of the world should be keeping closely on their radar.
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RANKED: World’s top 10 biggest mines by tonnes of ore mined – MINING.COM – MINING.com
Escondida is the worlds largest producer of copper concentrates and cathodes. (Image: BHP.)
Ore is every miners paydirt, and the more ore a natural aggregation of one or more minerals that can be mined, processed, and sold at a profit the bigger the paycheque.
The number of tonnes extracted from the earth in a day can be vast at the worlds largest mines. It is no coincidence that number one on the list is the worlds biggest copper mine, owned by the worlds biggest mining company, BHP.
The majors are the ones with the means to move the most ore, and all ten companies on our top ten list, compiled with data from our sister company Miningintelligence, are majors or mid-tiers, and eight out of ten on our list are on MINING.coms list of the worlds top 50 mining companies.
In first place is the Escondida copper mine in the worlds biggest producer, Chile, operated by BHP. Rio Tinto, the worlds second-largest miner holds a 30% stake in the mine that churns out a whopping 360,000 tonnes per day on average. Based on production figures for the first three quarters, Escondida is projected to mine 130.78 million tonnes (mt) of copper, silver and gold ore in 2021.
In second place is Anglo American and Glencores jointly owned Collahuasi mine, also in Chile. Projected for the year is 104.65mt of copper, gold and silver ore mined, a big jump from 71.9mt mined in 2020. Check out 21 years of mining at Collahuasi here.
Taking third place spot is First Quantum Minerals Cobre Panama mine, where 96.24mt of copper, silver gold and molybdenum ore is likely to be mined based on reported production figures from the Vancouver-based companys year-to-end Q3 this year. Cobre Panama alone contributes 3.5% of the countrys gross domestic product, according to government figures.
Fourth place goes to Southern Coppers Buenavista mine in Mexico, the worlds top silver producer. Southern Copper spent some $1 billion expanding its flagship copper-molybdenum-zinc-silver mine a few years ago.
MMGs Las Bambas mine Peru is fifth place, with 65.26mt of copper, silver gold and molybdenum ore projected for 2021. The mine has faced community opposition this year, as residents living nearby blockaded a key transport route. Communities agreed to lift the road blockade last month, following a public meeting with Prime Minister Mirtha Vasquez.
Sixth spot goes to First Quantum Minerals Sentinel copper-nickel cobalt mine in Zambia. The company has shelved plans to sell a stake in its Zambian copper mines,and Sentinel is projected to mine 56.69mt of ore this year. In seventh place is Kaz Minerals Aktogay copper, silver gold and molybdenum mine, where 53.6mt of ore will be mined for the year.
Kinross Golds Paracatu mine in Brazil is in eighth place, projected to mine 52.46mt of ore this year, and BHP and Glencores Antamina copper-lead-zinc-molybdenum-silver mine in Peru comes in at ninth place with a very close 52.45mt of mined ore.
Rounding out the top ten is Anglo Americans Los Bronces copper-molybdenum mine in Chile, with 43.64mt of ore projected to be mined in 2021.
Honourable mentions go to Newcrests Tefler copper-gold mine in Australia with 40.26mt of ore projected for this year and Newmonts Pensaquito gold-silver-lead-zinc mine in Mexico with 38.40mt of ore estimated.
More data is available at Miningintelligence.
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RANKED: World's top 10 biggest mines by tonnes of ore mined - MINING.COM - MINING.com
MMPWW announces exclusive tech partnership with Aqilliz in MENA – AMEinfo
MMP World Wide (MMPWW), the leading adtech solutions provider in the region, has appointed Aqilliz, a middleware technology provider, to authenticate audiences and establish data provenance within campaign environments. As part of the strategic partnership, Aqilliz will be the official, exclusive technology provider for MMPWWs marketplaces within the Middle East and North Africa (MENA) and North America markets, effective as of 1st January 2022.
Aqilliz specializes in enabling greater data collaboration and privacy compliance across the digital marketing ecosystem. Backed by its proprietary, state-of-the-art technological infrastructure Atom, Aqilliz will leverage federated learning a machine learning technique that allows distributed data sets to be queried and reconciled without needing raw user data to leave local storage. This ensures that all deterministic and probabilistic user identification takes place in accordance with local data protection frameworks.
Ayman Hayder, CEO of MMPWW, said: Compliance isnt something that is negotiable, and as more legislative reforms come into effect, its crucial that we equip our clients with the right tools and technology so they can be fully prepared. This partnership is hugely significant for the region in light of the recent Data Protection Law and the creation of the UAE Data Office, which will have a big impact on how data is transacted across the digital ecosystem. We consider this a golden opportunity to ensure privacy-first solutions become more commonplace, and we are very excited to work exclusively with Aqilliz to bring their technology to the MENA market.
Nader Bitar, Managing Director of MMPWW, added: Today, everyone needs to consider data from multiple perspectives, particularly when it comes to data sharing and how this will work in a practical way. With this partnership were bringing this conversation into the open, so we can all collaborate and join forces in building a data-focused, privacy-led landscape for all advertising stakeholders.
Known for being a pioneering adtech provider across EMEA and APAC, MMPWW offers full-funnel targeting and precision marketing solutions to help their clients reach and engage their audiences in real-time. Deploying a combination of in-house tech expertise with valuable strategic industry alliances, MMPWW equips its clients with the tools and knowledge to better monetize their digital advertising inventory, improve campaign performance, and have a dynamic and transparent way to communicate through vibrant content.
Powered by automation to scale delivery of communications to consumers, the company aims to create the next generation adtech solution through effective data mining and tech-driven attribution modeling, offering a cookieless targeting approach to digital advertising. With its headquarters based in Dubai, MMPWW continues to extend its global operations with offices in Lebanon, Singapore, and throughout Europe.
In partnering with Aqilliz, MMPWW and its brands will be set up as nodes across Aqillizs hybrid blockchain environment, enabling them to access an immutable digital ledger of transactions that will record all processing activities of audience identification and matching. This ensures the utmost data provenance of these activities, in line with auditing requirements stipulated by data privacy laws.
Gowthaman Ragothaman, CEO of Aqilliz, said: Legacy technologies in the advertising and marketing technology ecosystem are built for centralized operations. The future of digital advertising is built on managing the value exchanges between brands, platforms, and the consumer, for which we need decentralized solutions in order to be secure and compliant. None of the existing solutions are able to capture and carry consent and provenance across the digital supply chain in order to be compliant. I am extremely thrilled to be partnering with MMPWW in bringing this first-of-its-kind initiative to the marketplace.
Led by ex-WPP industry veteran Gowthaman Gman Ragothaman, who has spearheaded blockchain-based advertising initiatives with global conglomerates, Aqilliz was founded in 2019 with the aim to bring greater value to the marketing ecosystem by leveraging emerging technology and delivering solutions that ensure safe, secure, and compliant data sharing between businesses and consumers. Aqilliz is also a founding member of the Data Privacy Protocol Alliance (DPPA), an industry body that works towards the future of privacy and data protection.
Aqilliz CEO Gowthaman Ragothaman and MMPWW CEO Ayman Hayder are both available for interviews
About Aqilliz
Aqilliz offers a first-of-its-kind middleware technology that strives to enable an interoperable and collaborative digital marketing ecosystem. Our patented infrastructure, Atom, incorporates privacy-preserving techniques that help enterprises jointly perform advanced analytics on a federated layer and records such processing of activities on a distributed ledger. Such a trusted layer encourages enterprises to unify different proprietary technologies thereby helping the marketing ecosystem collectively discover sharper insights in real-time, for efficient and effective activation. Rooted in the principles of ethical use of data, Aqilliz benefits brands, platforms, and consumers alike through solutions in the fields of cross-media measurement, privacy-compliant marketplaces, and digital advertising supply chain automation. For more information, visit aqilliz.com.
About MMPWW
Adtech on Point
Powered by automation to scale delivery of communications to consumers, MMPWW aims to create the next-generation adtech solution through effective data mining and tech-driven attribution modeling, offering a cookieless targeting approach to digital advertising. MMPWW equips its clients with the tools and knowledge to better monetize their digital advertising inventory, improve campaign performance, and have a dynamic and transparent way to communicate through vibrant content. A leading industry voice, the company also educates its stakeholders on building a safer media ecosystem through the use of state-of-the-art technologies to empower and scale the advertising equation forward.
For more information, visit mmpww.com
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MMPWW announces exclusive tech partnership with Aqilliz in MENA - AMEinfo
Travis Scott’s partnership with BetterHelp: The dark truth – The Mancunion
Since the 5th of November, more and more devastating details have emerged about the casualties that occurred at Travis Scotts Astroworld event. So far it is known that 10 people were killed after a surge broke out at the festival, the most recent being that of a 9-year-old boy, Ezra Blount. A reported 300 more people have been injured.
While Scott has faced severe criticism for not stopping the show sooner; for ignoring festivalgoers desperate cries for help; and for tweeting before the show that even those without tickets should force their way into the festival, he is now facing more critique following the announcement that he is partnering with BetterHelp to offer traumatised festivalgoers one month of free counselling.
BetterHelp describes itself as the worlds largest online portal that connects therapists with individuals struggling with mental health issues, all for free. You may be thinking that this sounds like a lovely gesture from a grieving Travis Scott. However, not only have BetterHelp been drowning in controversy for the last few years, but Scott is said to be profiting off this deal, and therefore profiting from the trauma some say he has inflicted upon his fans.
Like many other companies, BetterHelp makes profits from data mining. They sell their users personal information to third-parties, like Facebook and Google. What makes BetterHelp distinct from other companies, however, is that they are dealing with highly sensitive information that usually would be protected by doctor-patient confidentiality. This would allow Facebook, for example, to sell you products based on your mental health and on any deeply personal information that patients disclose with BetterHelp. Even the general intake form, to express interest in BetterHelps services, is sold to corporate interests.
Moreover, in their terms of service, BetterHelp state that the company cant guarantee their counsellors are qualified professionals. The Atlantic found that in their terms of service, they state, We do not control the quality of the Counsellor Services and we do not determine whether any Counsellor is qualified to provide any specific service as well as whether a Counsellor is categorized correctly or matched correctly to you,.
Jeff Guenther, a Licensed Professional Counsellor from TherapyDen who has dealt with BetterHelp in a professional capacity numerous times, claims they only care about padding their bottom line, giving back to their investors, and making a ton of money.
While this alone is heinous, Travis Scott is allegedly profiting from his partnership with BetterHelp. While the terms of the deal are not public knowledge, BetterHelp in the past have offered their partners $300 to $1200 per referral. In 2018, Youtubers such as Philip DeFrancoandShane Dawson promoted BetterHelp to their fans, including a referral link at the end of their videos that earned them money every time a fan clicked the link and signed up. Scotts Astroworld referral code, therefore, could see the star capitalising off the PTSD that his teams gross negligence has inflicted upon his devoted fans.
Sadly, we have grown grossly accustomed to celebrities using trauma and disaster to make their millions. The Kar-Jenners alone are renowned for this; exploiting young peoples body dysmorphia to pawn off diet pills, promoting festivals that starved their attendees, and using slave labour to make their millions.
But Scott is taking it a step further than the Kardashian clan, taking advantage of the death, damage, and disability that his devoted fans have suffered at his teams hands. Perhaps Scott needs the money to pay off the $2 billion lawsuit that has been filed against him by 68 victims
Those attending AstroWorld were already put at extreme risk by corporate interests, who maximised their profits by minimising the safeguards in place at the festival. It is reported that security and medics walked out before the festival commenced as a result of dangerous working conditions. But by exploiting the trauma of his fans to make himself and BetterHelp money, Travis Scotts team are using catastrophe as a money-making opportunity.
This exploitation of a mass casualty event for elitist financial gain is, regretfully, not an anomaly. Making a killing out of catastrophe is a phenomenon epidemic to capitalism, journalist Antony Loewenstein claims. Corporate and governmental interests often use events of mass disaster and loss of life to further their interests and bank accounts, all the while dressing these acts up as humanitarian aid. This is exactly what we are seeing Scott do now, if the allegations are true.
Naomi Klein has coined this phenomena Disaster Capitalism. In her 2007 workThe Shock Doctrine, Disaster Capitalism Theory, Klein suggests that disasters are frequently exploited by capitalist economic interests, in order for a greedy few to grow their wallets and influence. Although originally predominantly focused on natural disaster and mostly applied to large corporations and governments, rather than to individuals, the approach of exploiting the opportunities provided by events of mass casualty and death follows the same (lack of) principles. Academics have identified a trend in which celebrities are becoming strategic and powerful actors capitalising off disaster. Like the macro instances of Disaster Capitalism, Scotts partnership with BetterHelp reveals his teams perception of disaster as a financial opportunity.
Travis Scott could have truly helped his victims. He could have provided a portal where people could submit their own therapy bills without going through BetterHelp, without reading as a big promotional opportunity, as Tanya Chen suggests. But Travis Scotts opportunistic act in the wake of the AstroWorld disaster are also representative of the wider capitalist culture that exploits the tragedy of the worlds downtrodden, for the profit of a few.
Thus, while Scotts actions are reprehensible and those involved must be held to account, we must also act to resist and dismantle this institutionalised and globalised culture of Disaster Capitalism as a whole, if we want to experience true systemic change.
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Travis Scott's partnership with BetterHelp: The dark truth - The Mancunion
Now Isnt the Time to Give Users Control of Their Data – WIRED
The testimony of Facebook whistleblower Frances Haugen sparked the latest flare-up in a never-ending series of revelations on how companies and governments mine and commercialize our personal data. In an attempt to put consumers back in the drivers seat, recent updates to data protection regulations such as the GDPR in the European Union and the CCPA in California have mandated transparency and control as critical pillars of privacy protection. In the words of the European Commission: Its your datatake control!
Empowering consumers by giving them a say is a noble goal that certainly has a lot of appeal. Yet, in the current data ecosystem, control is far less of a right than it is a responsibilityone that most of us are not equipped to take on. Even if our brains were to magically catch up with the rapidly changing technology landscape, protecting and managing ones personal data would still be a full-time job.
Think of it this way: Being in charge of your sailing boat is absolutely wonderful if you are drifting along the Mediterranean coast on a beautiful day. You can decide which of the many cute little towns to steer toward, and there are really no wrong choices. Now lets imagine being in charge of the same sailing boat in the middle of a raging thunderstorm. You have no idea which direction to go in, and none of your options seem particularly promising. Having the right to control your own ship under these circumstances might not be very appealing, and could very easily end in disaster.
And yet, thats exactly what we do: Current regulations drop people in the middle of a raging technology sea and bless them with the right to control their personal data. Instead of forcing the tech industry to make systemic changes that would create a safer and more amenable ecosystem, we put the burden of safeguarding personal data on consumers. Taking this step is protecting the creators of the storm more than the sailors.
For users to be able to exercise control over their personal data successfully, regulators need to first create the right environment that guarantees basic protection, in the same way the Securities and Exchange Commission regulates the investment world and protects individuals from making bad decisions. Under the proper conditions, individuals can choose among a series of desirable outcomes, rather than a mix of undesirable ones. In other words, we first need to tame the sea before handing individuals more control over their boats. There are a few steps that regulators can take immediately to calm the waters.
First, we need to make it costly for companies to collect and use personal data by taxing companies for the data they collect. If they have to pay a price for every piece of data they gather, they will think twice about whether they really need it.
Regulators also need to mandate that defaults are set to sufficient levels of protection. Users data should be guarded unless they choose otherwise, a concept termed privacy by design. Nobody has time to make privacy protecting their full-time job. Safeguarding information needs to be easy. Privacy by design reduces the friction on the path to privacy, and guarantees that basic rights are automatically protected.
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Now Isnt the Time to Give Users Control of Their Data - WIRED
What is The Role of Chief Data Officers (CDOs) – TechFunnel
Digital transformations promise organizations faster innovation and increased competitiveness. As investments in data and analytics continue to grow, they are quickly becoming a cornerstone of digital enterprise strategies.
The challenges that many enterprises face in achieving the full value of their investments have more to do with human behavior than with data and technologies.
Data-driven companies are becoming more prevalent. With technology, we can now track unlimited amounts of data, and that data can now be used to drive everything from product innovation to employee engagement.
Theres no surprise that more and more companies are introducing Chief Data Officers (CDOs)(1) to their executive teams since data is playing a bigger role in driving strategy and business success.
In the early 2000s, the Chief Data Officer (CDO) was first introduced. Originally, the CDO was responsible for data governance and compliance, but these days, the role uses data to drive business outcomes.
Chief Data Officers (not to be confused with Chief Digital Officers) have many responsibilities in relation to data, including:
Data governance and usage are the responsibilities of the CDO. CDOs understand both strategy and how to use data to drive a business in the right direction. Investors and stakeholders can then justify this direction to the best of CDOs.
Good data operations, or DataOps, are supported by the Chief Data Officer. Process-oriented, automated, and collaborative DataOps take a structured approach to design, implement, and manage data workflows and distributed data architectures.
In every case, however, the Chief Data Officer must use the companys data to achieve broader business goals. Examples include:
To perform these tasks, the CDO uses a variety of technology systems, such as business intelligence platforms and advanced analytics programs.
It is equally important for the CDO to build a team of data professionals who know the companys industry, the company itself, and its objectives, so that they can apply data analysis to resolve any concerns, challenges, risks, or opportunities.
As part of the position, the CDO is also responsible for developing and maintaining the organizations data governance policy and procedures, as well as managing data across its lifecycle.
For as long as organizations have existed, they have gathered and compiled data. With the rise of computers in the second half of the 20th century, however, data volumes and opportunities for analysis grew exponentially.
Data processing managers and others in the IT department initially handled the data and data analysis, and CIOs were typically responsible and overseen the data programs within their companies.
However, it wasnt until the first few years of the 21st century that the chief data officer role was created to manage and oversee data.
After the great recession of 2007, compliance regulations increased and the CDO position evolved further. A large part of a CDOs job at that time was to assist organizations in developing data governance policies to minimize compliance burdens.
Currently, the position focuses on assisting organizations in recognizing the benefits of big data in identifying revenue opportunities and reducing operating costs.
In recent decades, there has been an explosion of data generated by society, which provided organizations of all types with the opportunity to mine both structured and unstructured data for insights about their business, their industry, their customers, market dynamics, and consumers in general.
Leaders realized that these insights could be used to boost productivity and efficiency in the organization, as well as better connect with customers and create new products and services.
Data mining and analytics have recently become critical to driving digital transformation and to competing in the digital marketplace, according to enterprise leaders.
A CDO can be beneficial to any organization that has evolved to the point where it views data as an asset.
Due to the importance of data to organizational success, leadership has begun to see the need for data strategy to be owned by an executive.
An increasing number of organizations have taken on the position attests to this. In 2012, only 12% of large companies had a CDO. As of 2018, this figure was 63%, up from 56% in 2017. By the end of 2019, most large global companies will have established CDOs.
The Chief Information Officers (CIOs) job is to select, implement, and manage a companys technology systems so that it can function at its best.
Some believe that CDOs should report to the CIO, while others see the two roles as a kind of partnership, with the CIO being responsible for the technology infrastructure, and the CDO is in charge of connecting the data and insights collected by the infrastructure to the business priorities.
In the early 2000s, Chief Digital Officers became popular. In various roles, they are responsible for driving digital innovation in the business leading the charge in digital transformation or running the digital side of the company. By 2023, Gartner predicts 50% of chief digital officers without a chief data officer counterpart will have to assume those responsibilities.
According to whom you ask and the nature of your company, there is no difference between a Chief Analytics Officer and a Chief Data Officer. Many consider the CDO role to be a natural evolution of the CAO role, which traditionally has focused on data analysis and business intelligence.
However, some organizations still differentiate between the two, having the CDO focus on higher-level business objectives based on insights gleaned from the CAO.
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Top 10 AI Jobs Available in Government Agencies Across the World – Analytics Insight
The government and public sector stand to gain exceptional benefits from the integration of AI in its daily operations. As artificial intelligence and machine learning gain momentum, an increasing number of government agencies have also started to use AI tools to improve decision-making and national security. The use of AI in government must take into account privacy and security, compatibility with legacy systems, and evolving workloads. The heart of AI in government services involves techniques like deep learning, computer vision, speech recognition, and robotics. Also, cyber anomaly detection can revolutionize cyber strategies in defense systems. To utilize these advanced technologies, government agencies from around the world are employing skilled and experienced AI professionals. In this article, we have listed 10 AI jobs that are available right now in these agencies.
Offered by: Canadian Security Intelligence Service
Location: Ottowa, ON
The applicants should possess an undergraduate degree in either mathematics, statistics, computer science, or computer engineering. The chosen candidates will have to define, develop, and lead data science programs to identify opportunities and provide solutions and capabilities to address them. They are required to autonomously find, transform, interpret, and leverage the collected data.
Offered by: Canadian Security Intelligence Service
Location: Ottowa, ON
This organization is looking for a Business Intelligence Specialist to transform its business solutions as a part of a mission to ensure the safety of all Canadians. Their core responsibilities would include the installation, maintenance, and configuration of business intelligence platforms, and ensuring that all the issues are identified, tracked, and reported promptly.
Offered by: Department of the City of Grand Junction
Location: Colorado
The organization is searching for an analytical expert to join their team as a data scientist, who will be responsible for collecting, converting, and integrating, raw data from various sources and implementing the analytics into meaningful insights to market Grand Junction as a destination of choice. The candidates have to be proficient in data mining and modeling, programming languages, and data visualization.
Offered by: Government of Alberta
Location: Alberta, Remote
The candidates will be required to support the RPA team and stakeholders by providing RPA process analysis and improvement recommendations for automation projects. They will also be responsible for researching, reviewing, and analyzing the effectiveness and efficiency of the existing business process and developing strategies for enhancing and automating them.
Offered by: Pixuate (Cocolabs Innovative Solutions Pvt Ltd)
Location: Bangalore
As embedded ML engineers, the applicants will be required to work on building next-generation products based on ML-based edge devices. They will have to research and develop continual learning and personalize ML algorithms, innovate new methods to develop AI on-device performance. Pixuate is a cutting-edge video analytics company, whose innovations are even recognized by the Government of Indias TDB as the top 6 innovations that helped India fight Covid-19.
Offered by: National Security Agency
Location: Fort Meade, MD
NSA is looking for a data scientist who is a qualified computer science professional and can solve complex problems, test innovative approaches, and research new solutions for storing, manipulating, and presenting information. The candidates who are interested in being a part of developing cutting-edge tools and technologies can apply for this role.
Offered by: Par Government Systems Corporation
Location: Annapolis Junction, MD
The qualified candidate will work with a group of peers to work in areas like image processing, digital forensics, and data stewardship. In addition, they will also have the opportunity to be involved in the company-funded research and white paper development to DOD and IC research and development.
Offered by: World Economic Forum LLC
Location: Mumbai, Maharashtra, India
The project lead will be developing and facilitating the engagement across the Forums communities for industry partners, government institutions, research institutes, media, and other organizations. His or her responsibility will be to lead the project team across project management, content management, and coordination.
Offered by: SAIC
Location: Virginia, United States, Remote
In this role, the candidates will be conducting competitive analysis on NSSS highest priority bids, working closely with capture managers, and other business development personnel. They will have to successfully work independently and collaboratively not just with the CI team, but with other SAIC teams as well.
Offered by: NLUD
Location: New Delhi, India
NLUD is looking for a data analyst who can successfully become the gatekeeper for the organizations data so that the professionals and stakeholders involved can make use of the data and make strategic business decisions. Degrees in computer science, analytics, or maths would be considered a bonus.
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Top 10 AI Jobs Available in Government Agencies Across the World - Analytics Insight
The Crucial Role Of Wild Horses In Bitcoin Mining – Bitcoin Magazine
Just over 13 years ago a tsunami was silently and slowly building from the force of Satoshi Nakamotos newly released paper Bitcoin: A Peer-to-Peer Electronic Cash System. At the time only a handful of cryptography enthusiasts were aware of Bitcoin, and even they were grappling with its viability. And since the source code was still being refined and the genesis block had yet to be mined, Satoshi was grinding away in obscurity oblivious to the havoc Bitcoin was about to unleash on the world.
Any Bitcoin enthusiast knows that a fundamental element of Satoshis Bitcoin architecture is the selection of Proof-of-ork (PoW) as a consensus mechanism. Today when most people think of PoW, they immediately think of Bitcoin mining, and when they think of Bitcoin mining they garner images of ASIC-based mining servers lining a warehouse. But while Satoshi made analogies to gold mining, he never publicly used the word miner. The closest he (or she) probably came was the phrase proof of worker. He also talked about things like your computer's heat is offsetting your baseboard electric heating regarding the cost of running a node and implying that he viewed the PoW function as something that would be performed largely by individuals in homes. The Satoshi of 2008 would likely have found the direction of the Bitcoin mining infrastructure baffling, and, maybe, like me, a bit concerning. The basis of my concerns are the emerging trends for the Bitcoin mining network to lack diversity in the scale of operations and toward a dependence on third-party controlled energy sources.
To illustrate this situation lets look to the animal world. Consider three animals and their key characteristics: elephants, horses, and rabbits. Elephants are very large and mighty, slow to move over distance, hard to hide, reproduce slowly and are somewhat rare. Horses are powerful, can move quickly even over long distances; they can be difficult to find, theyre plentiful but building their population takes time. Rabbits are small and extremely quick over short distances, and fairly easy to spot individually; however, they are innumerable and can multiply at an astounding rate. Like all animals, some live in captivity and some in the wild. With this in mind, consider that the elephants are like the very large Bitcoin mining sites, that the rabbits are like the home miners, and that the horses are like the small to medium-sized mining operations. Regardless of the site size, those reliant on the grid for power are captive animals and those which produce and control their own power are wild.
In the beginning, Bitcoins mining infrastructure was all captive rabbits, just PCs running in offices, spare bedrooms, dorm rooms and garages. Over the first few years it was only the captive rabbits forming the network, but slowly a few captive horses started to appear as larger commercial efforts started to take over in back rooms, small warehouses, and old data centers. While there are plenty of captive rabbits and horses now, we are moving squarely into the era of the captive elephant. Bitcoin news feeds are littered regularly with announcements of new facilities which will house thousands of mining servers (ASICs), consume dozens or even hundreds of megawatts of electricity and cost hundreds of millions of dollars to bring online.
wild and captive animals as bitcoin minersCaptive elephant sites are very important as they bring massive computing power and security to the Bitcoin network, and in many cases, they are designed in partnership with utility companies to provide the stability and economic incentive to expand grid capacity. But there is danger in the growing trend for the Bitcoin network to become more dependent on them.
If you think of the mining servers as the food for the mining community then the elephants have a preferred seat at the dining table. Right now, server supply is extremely tight and unfortunately the elephants voracious appetites are leaving the horses and the rabbits to fend for scraps. It is certainly understandable that manufacturers like Bitmain, MicroBT and Bitfury give preference to the elephants given their limited production capacity and that the elephants simplify business for them. This is because they can make commitments to inventory months (or even years) in advance, they have the capital to make large deposits on their orders, and it is easier for the sales and support teams to deal with just a few elephant-class clients instead of a plethora of rabbits and horses. As a result, for the past few years rabbits and horses have largely been forced to buy products at a premium on the gray market, or use older technology, and in many cases, theyve been left out entirely.
The elephants have been getting fatter and fatter by consuming such a massive portion of the food supply and this has created a famine for the rabbits and horses. Since technology refreshes are ultimately mandatory for all miners, if the food supply for the rabbits and horses does not improve soon it will result in death by starvation for many. Should that occur, the entire Bitcoin ecosystem takes on a large vulnerability. If a large super majority of the global hash were owned by the elephants, and given that elephants are easy to find(hunt) and slow to reproduce, then a targeted effort to impair them and compromise the networks integrity takes on a realistic possibility. This could be from a coordinated effort involving legislation and regulation, directed attacks to physically destroy the sites, and/or even attacks at the elephants power sources. Such an attack against the Bitcoin network was initiated by China in the spring of 2021, so we must consider the possibility of another attack in the future. The next one might be larger, better funded, might involve arms and could even involve the confiscation and directed usage of the mining sites against the network. The more likely that such an attack would be successful, the more likely it is to occur especially as Bitcoin has become a growing threat to the global financial infrastructure and to government power.
Bitcoin defended itself marvelously in the China attack of 21, but it would be foolish to assume that future attacks could be so easily turned back. For instance, imagine the impact of a subtle change in Chinas strategy; instead of simply demanding all mining stop, what if China had confiscated all the hash rate and directed it against the network. If so, wed be having very different discussions today about the state of mining and might even find ourselves in the middle of the first world war in the digital space. To be certain that Bitcoins defense systems remain at full readiness, it is crucial that a robust population of rabbits and horses, both in and out of captivity, exists to provide a reliable base layer of hashing power.
When the China attack of 21 occurred, the Bitcoin network withstood the resulting 50-60% decrease in hashing power quite well. Because we now have the benefit of understanding that the network can maintain itself with this level of impairment, and that we want to remove the possibility of a hostile party confiscating enough hash power to wage a 51% attack, this gives us a good approximation of the maximum amount of ecosystems hash power that should be in elephant sites, especially captive elephant sites. The Bitcoin community should monitor these levels and never allow them to drift too far from 51%. Of course, the hashing power of the elephants will be split between wild and captive sites but because captive sites present a higher risk, setting an upper threshold to the amount of hashing power there is very important.
Before determining the appropriate split of captive and wild power sources for the elephants, lets first delve deeper into the definitions of wild and captive sites. A captive site is one in which the sites power is provided by an external, trusted third-party, or power master. This would typically be a utility company via a connection to a public power grid. Captive sites are usually in the vicinity of population centers as the economics of a grid power generally require a significant population and commercial activity to justify their existence.
A wild site is one in which a miner generates electricity on-site and that electricity moves to the mining equipment without passing through an intermediary. This would typically be implemented by using energy sources like flared gas, stranded gas, steam from geo-thermal sources, or small-scale hydroelectric solutions. Wind and solar power sources are possible as a portion of a mining sites power solution, but their intermittent nature means that they are typically accompanied by a parallel and supporting grid solution. Wild sites require more technical ability to build and maintain, have higher capital costs, need more space, and often have special safety requirements. Wild sites are possible even in the most remote areas, under the harshest environmental conditions and do not require the economic impact of also supporting others. An extreme example of a wild site would be a satellite containing mining equipment launched into earth orbit and powered by an on-board nuclear reactor. There are an infinite number of possible locations for wild sites, while the number of possible captive sites is finite. Finally, because generating extremely large amounts of consistent, reliable energy is hard in remote locations, wild elephant sites are, and will be, somewhat rare.
There are no metrics currently available showing the split of captured hash power from wild hash power; however, wild sites of any size are currently very unusual, and it can be said with certainty that wild hash rate makes up well less than 10% of the global total, and it could easily be as low as 1%. This means that at least 90% or more is captive and reliant on a power master a dangerous spot to be in. Obviously, allowing anyone to gain control of 51% of the network is dangerous, and since wild hash power is very difficult to secure through legislation or force, ideally 50% or more of the global hash power should be wild. However, for the next few years we will continue to have a huge and widening gap because massive increases in captive elephant hash power are already in motion. Our best hope in the near term (current halving cycle) would be to simply maintain something close to the present level and then strive for a 20% wild hash rate in the following halving cycle, and 50% in the subsequent one. Hitting these targets on the nose isnt crucial, it is important only that we be in the rough vicinity.
If we were able to achieve a split like the one in the target chart shown above, then 50% of the hash would be overseen by elephants and 50% by rabbits and horses, and 55% of the hash would be captive and 45% would be wild. Assuming that that this hash is also spread out in a geographically balanced manner, it would make it impossible for any bad actor, or even a group of bad actors, to compromise the mining ecosystem.
To set a course to achieve these targets each animal type will need help. First lets examine the rabbits. Foremost for the rabbits is access to mining servers. People buying individual machines have no clout or priority with the existing base of suppliers, and there are presently no retailers or even large distributors acting as a consolidation point. This results in rabbits being forced to buy on the spot market, and usually at a considerable premium to the prices paid by the elephants. Companies like Compass Mining do provide some means for individuals to get into mining, but those folks arent really rabbits as their units are hosted at horse and elephant sites. For a larger mix of mining to migrate toward rabbits the supply base must allocate a higher percentage of their inventory to individual sales, or they must establish a relationship with large retailers or distributors to support this market. It is encouraging that Blockstream and Square have both announced initiatives to develop ASICs, and that Jack Dorsey, Squares CEO, has specifically commented on wanting to support further decentralization of the network, thus inferring support for the rabbits. As mentioned earlier, rabbits are likely to be predominantly captive because the difficulty of producing and maintaining power at a small scale is challenging; however, over time it is likely that in areas where residential solar power is popular there will be some proliferation of wild rabbits.
The course for elephants is somewhat the opposite of rabbits. There is such massive momentum in the development of captive elephant sites that they may be placing the integrity of the network at risk. For instance, Riot Blockchain, Inc. is in the process of expanding its site in Rockdale, Texas to 700MW. This is very impressive and the accompanying leap in hashing power will initially help further secure the network; however, if most network expansion comes through similar captive elephant sites, then collectively these sites have the potential to become an Achilles heel. This is exacerbated by the fact that these captive elephant sites are being developed by the small number of organizations which have access to the enormous capital and resource requirements. Certainly, there is no implication that organizations like Riot should scale back their expansion efforts but, hopefully they will see that continuing a strategy of only developing captive elephant sites exposes both them and the network.
As crucial as development of wild elephants is to the health of the Bitcoin mining ecosystem, over the next handful of years nothing is more important than the expansion of wild horse sites. There are already several companies like Great American Mining, Upstream Data, Digital Shovel and my company, Barefoot Mining, which are building infrastructure equipment or doing development for wild horse sites. Interestingly, rapidly increasing wild horse sites is not dependent on finding energy; known stranded and flared gas sources alone have the potential to meet all wild horse needs. Adding in small-scale hydro and geo-thermal sources makes energy supply essentially infinite. Development of these sites is mostly dependent on raising capital. For instance, a wild horse site of about 2MW requires capital of $5 million to $10 million depending on the energy source and the mining equipment selected. To date, traditional commercial money-lending sources have been largely uninterested in supporting projects like this, especially for the small to medium-sized companies typically behind them. As a result, this usually forces these companies into fund-raising mode, but this is a time-consuming and frustrating process. This is because by the time a business plan is created and money has been raised, mining equipment costs and availability, and market conditions usually have changed too. In turn this means that the capital needs and pro-forma of the deal have changed so that a return to the investors is required. This can become a vicious cycle.
The good news is that over the past few years Barefoot Mining and others have brought wild horse sites into the network proving their technical and economic viability. This is leading to more confidence from investors in wild horse sites and more flexibility in how deals are created. This gives me great optimism that we are on the cusp (or in the midst) of a boon in the development of wild horse sites. Interest in this segment should continue to skyrocket and attract the capital it needs to become a major segment of the mining community. The energy is just waiting to be put to use.
The Bitcoin mining ecosystem has proven itself to be incredibly strong. It has weathered an attack from one of the largest, most powerful nations on earth without missing a beat and sometime early next year it will achieve a new all-time high in hash rate. There is a massive amount of money flowing into mining and on the surface all is well. However, it would be foolish for the Bitcoin mining community to assume that it is infallible and growing ever stronger. There is clearly a possibility of the mining network growing too asymmetrically, too top-heavy, and too captive, resulting in an unbalanced and exposed ecosystem. Nature has already taught us a lot about balance and survival. When an apex predator becomes too dominant and the population below it dwindles too far, the entire ecosystem collapses upon itself. Lets encourage and support the rabbits, and especially the wild horses, so that the diversity of the Bitcoin mining ecosystem becomes its great strength instead of its greatest weakness.
This is a guest post by Bob Burnett. Opinions expressed are entirely their own and do not necessarily reflect those of BTC Inc. or Bitcoin Magazine.
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The Crucial Role Of Wild Horses In Bitcoin Mining - Bitcoin Magazine
Sprout Health Solutions Presents Data on Social Media Listening and the Patient Experience at ISPOR EU 2021 – PRNewswire
LONDON, Nov. 23, 2021 /PRNewswire/ -- Sprout Health Solutions presented new insights on the use of social media listening (SML) for understanding patient experience in chronic disease at Virtual ISPOR EU, the leading European conference for Health Economics and Outcomes Research (HEOR). Fernanda Trevisan, MSc, Scientist at Sprout, shared findings from a scoping review in the session, "Is Social Media Information Useful to Understand Patient Experiences and the Burden of Disease?" Her on-demand podium presentation is available starting today, in advance of the conference (November 30 December 3).
"As social media is increasingly used in healthcare research, we wanted to assess the tools available, including their limitations, benefits and ethical questions," said Trevisan. "The evidence suggests SML provides an inclusive, unfiltered and less burdensome method of capturing patient experiences that is both time and cost efficient. However, because it is a young field, there's more work to do in organizing methods, frameworks and guidelines."
Evolution of Social Media Listening
Originally tapped for branded consumer market research, SML is now utilized across healthcare to map a more authentic picture of patient journeys, including the impact of illness, symptoms, treatment beliefs, side effects and unmet needs.
According to Trevisan, SML can be a key pillar of patient insights work to develop relevant educational resources, and to inform clinical trial development. It's especially beneficial in populations less represented in typical research or where evidence is scarce. "For example, individuals with rare disease often rely on social media to learn about new treatments or share personal stories with those who face similar challenges. Even though the data is anonymized, you get a very clear sense of personal experiences over time and conversations peer-to-peer."
Trevisan noted the studies identified ethical issues and limitations, including user selection bias. And, because data mining algorithms tend to prioritize the most frequent mentions, it can be harder to identify all emerging themes.
To view the presentation, visit Sprout Health SolutionsIndustry Insights.
About Sprout Health SolutionsSprout is a specialist consultancy of experts in behavior science and health outcomes who design and deliver person-centered strategies and programs for improved health and regulatory success worldwide. Their two divisions, Sprout Health Outcomes and Sprout Behaviour Change, work synergistically to provide effective solutions for pharma, biotech, and digital health partners. http://www.sprout-hs.com.
SOURCE Sprout Health Solutions
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