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Unravel Data lands $50M to make sense of complex data stacks

IT systems are becoming increasingly complex, what with the mass move to the cloud during the pandemic. The modern data stack consists of hundreds of tools…

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IT systems are becoming increasingly complex, what with the mass move to the cloud during the pandemic. The modern data stack consists of hundreds of tools for app development, data capture and integration, orchestration, analysis and storage. And it’s getting bigger and more convoluted by the day. According to Productiv, a software-as-a-service app management startup, the average company had 254 internal tools as of last September, with most departments wrangling 40 to 60 each.

Angling to address the growing challenges, Kunal Agarwal and Shivnath Babu co-founded Unravel Data, a platform designed to give developer teams visibility across data stacks, troubleshoot and optimize data workloads and define guardrails to govern costs. In a sign business is going strong, Unravel today closed a $50 million Series D funding round led by Third Point Ventures with participation from Bridge Bank, Menlo Ventures, Point 72, GGV Capital and Harmony Capital, bringing its total raised to $107 million.

“Regardless of what industry an enterprise competes in, the one thing that each has in common with each other is the understanding that being able to transform raw data into actionable insights is directly proportional to their ability to deliver new innovations to market,” Agarwal told TechCrunch in an email interview. “For that reason, despite the economic uncertainty brought about by the pandemic, we’ve seen strong and sustained interest in both the [observability] methodology in general and the Unravel platform in particular.”

Agarwal and Babu met at Duke University, where Shivnath was a tenured professor researching how to make data-intensive compute systems easier to manage. Agarwal previously was at Sun Microsystems, where he was a grid computing specialist and a member of the sales team. The two say that they saw an opportunity to create a platform that takes all the different big data workload granularities across an organization and presents them in a single pane of glass.

Unravel attempts to correlate details from a data stack, then applies AI and and machine learning to give recommendations and insights on how to — in Agarwal’s words — “make things better.” For instance, the platform automatically implements guardrails for things like cost overruns and errors, sending alerts when something goes wrong.

Unravel Data’s web-based data monitoring dashboard in action.

“Because we capture and correlate details at a highly granular level — configuration, resources, containers, code, datasets, lineage and dependencies — down to the individual user or job or sub-parts of jobs processing in parallel, Unravel’s AI engines establish dynamic baselines across multiple dimensions, detect anomalies with contextual awareness and provide actionable intelligence via recommendations and insights,” Agarwal said. “For example, if a job that usually takes three minutes to run suddenly is taking ten minutes, was it because the size of data being processed doubled and now we’re hitting out-of-memory problems? If so, why is there so much more data now? Where did that data set come from? Who doubled its size? Is that intentional? What and how does that impact other, dependent jobs downstream?”

Unravel is fundamentally a data observability platform, a technology for which investors appear to have an insatiable appetite. In the span of one week last June, three data observability startups — Cribl, Monte Carlo and Coralogix — raised more than $400 million in venture capital. Other big players in the space include performance management tools developer Observe, stream processing platform Edge Delta, data lineage platform Manta and open observability platform Grafana Labs.

Agarwal doesn’t see much overlap between Unravel and app monitoring solutions like Datadog, Dynatrace and New Relic, which he perceives as tackling a very different data orchestration problem. As for observability vendors such as the aforementioned Monte Carlo, he asserts that they only solve pieces of the data stack puzzle and lack the modeling capabilities of Unravel’s product.

“Newer cloud technologies provide greater agility and innovation but come at the cost of increased complexity. It’s getting harder and harder for leaders to ensure that they’re actually getting value and return on their investment,” Agarwal said. “Many organizations are seeing their data migrations stall out because of budget overruns and spiraling costs. And as the data stack gets more complex, it becomes harder to untangle the wires to figure out what went wrong and how to fix it. Unravel makes it easier for different members of data teams, with varying skill sets and levels of expertise, to do more self-service troubleshooting and optimization.”

Agarwal declined to reveal Unravel’s revenue or the size of the company’s customer base. But he did say that Adobe and Deutsche Bank are among its clients, as well as grocery chain Kroger’s 84.51° data analytics subsidiary.

With an eye toward the horizon, Agarwal said that the proceeds from the Series D will be put toward scaling Unravel’s operations, building APIs to ingest data from an expanded number of apps and “doubling” the size of Unravel’s engineering team. He didn’t commit to near-term hiring plans, but noted that Unravel, which currently has more than 100 employees across the U.S., Europe and India, is hiring for technical and operation roles.

Unravel Data lands $50M to make sense of complex data stacks by Kyle Wiggers originally published on TechCrunch

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First-ever social responsibility report of Chinese enterprises in Saudi Arabia incorporates BGI Genomics projects

On December 1, 2022, the Social Responsibility Report of Chinese Companies in Saudi Arabia was officially launched, which is the first such report released…

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On December 1, 2022, the Social Responsibility Report of Chinese Companies in Saudi Arabia was officially launched, which is the first such report released by the Contact Office of Chinese Companies in Saudi Arabia. BGI Genomics projects in the Kingdom have been incorporated into this report.

Credit: BGI Genomics

On December 1, 2022, the Social Responsibility Report of Chinese Companies in Saudi Arabia was officially launched, which is the first such report released by the Contact Office of Chinese Companies in Saudi Arabia. BGI Genomics projects in the Kingdom have been incorporated into this report.

This event was attended by around 150 representatives of Chinese and Saudi enterprises, Saudi government officials, experts in the field of sustainable development, CCTV, Xinhua News Agency, Saudi Press Agency, Arab News and other media professionals. This Report presents the key projects and best practices of Chinese enterprises to fulfil their social and environmental responsibilities while advancing the Kingdom’s industry development.

Chen Weiqing, the Chinese ambassador to Saudi Arabia, said in his video speech that the Report highlighted Chinese enterprises’ best practices in serving the local community, safe production, green and low-carbon development and promoting local employment. The release of the Report helps Chinese enterprises in the Kingdom to strengthen communication with the local community, laying a stronger foundation for future collaboration.

Epidemic control and accelerating post-COVID 19 recovery

BGI Genomics has been fulfilling its corporate social responsibilities and worked with the Saudi people to fight the COVID-19 epidemic.

In March 2020, Saudi Arabia was hit by the pandemic. The Saudi government decided to adopt BGI Genomics’ Huo-Yan laboratory solution in April 2020. At the forefront of the fight against the epidemic, the company has built six laboratories in Riyadh, Makkah, Madinah, Dammam and Asir within two months, with a total area of nearly 5,000 square meters and a maximum daily testing throughput of 50,000 samples.

By the end of December 2021, BGI Genomics had sent 14 groups of experts, engineers and laboratory technicians to Saudi Arabia, amounting to over 700 people, and tested more than 16 million virus samples, accounting for more than half of the tests conducted during this period. The company has successfully trained over 400 qualified Saudi technicians, and all laboratories have been transferred to local authorities for the operation.

In the post-epidemic era, the Huo-Yan laboratories can continue to make positive contributions to public health, working with local medical institutions and the public health system to make breakthroughs in areas such as reproductive health, tumour prevention and control, and prevention.

Enhancing genomic technology localization and testing capabilities

In July 2022, BGI Almanahil and Tibbiyah Holdings, a wholly owned subsidiary of the Saudi Faisaliah Group, announced a joint venture (JV) to establish an integrated, trans-omics medical testing company specializing in genetic testing.

This JV company will help improve Saudi Arabia’s local clinical and public health testing and manufacturing capabilities, promote the localization of strategic products that have long been imported, contribute to the implementation and realization of the Kingdom’s Vision 2030 roadmap, and significantly enhance local capacity for third-party medical testing services as well as local production of critical medical supplies.

BGI Genomics attaches great importance to fulfilling its corporate social responsibility and has released its social responsibility report for four consecutive years since 2017. Since its establishment, the company has always been guided by the goal of enhancing health outcomes for all, relying on its autonomous multi-omics platform to accelerate technological innovation, promote reproductive health, strengthen tumour prevention and control, and accurately cure infections, and is committed to becoming a global leader in precision medicine and covering the entire public health industry chain.

The company will continue to work together with all stakeholders to contribute to the Kingdom’s Vision 2030 and the Belt and Road Initiative and looks forward to growing with our partners.

 

About BGI Genomics

BGI Genomics, headquartered in Shenzhen China, is the world’s leading integrated solutions provider of precision medicine. Our services cover over 100 countries and regions, involving more than 2,300 medical institutions. In July 2017, as a subsidiary of BGI Group, BGI Genomics (300676.SZ) was officially listed on the Shenzhen Stock Exchange.

 


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Alcohol deaths in the UK rose to record level in 2021

Nearly 10,000 people died from alcohol in 2021.

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Deaths from alcohol in the UK have risen to their highest level since records began in 2001, according to the latest data from the Office for National Statistics (ONS). In 2021, 9,641 people (14.8 per 100,000) died as a result of alcohol: a rise of 7.4% from 2020.

The leading cause of alcohol-specific deaths (deaths caused by diseases known to be a direct consequence of alcohol) continues to be liver disease. More than three-quarters (78%) of all alcohol deaths in 2021 were attributed to this cause. The remainder of the deaths were due to “mental and behavioural disorders because of the use of alcohol” and “accidental poisoning by, and exposure to, alcohol”.

Although there is no such thing as a safe level of drinking, and many people would feel the health benefits of reducing consumption, most of the risks of developing health problems and dying are skewed towards those who drink the most.

Between 2012 and 2019 alcohol-specific deaths remained relatively stable. It is no coincidence that deaths rose sharply during the first two years of the pandemic: those that were already drinking at harmful levels increased their consumption further during this period. Although liver disease can take years to develop, this process is accelerated when those drinking at harmful levels increase their consumption further.

Other statistics show that unplanned alcohol-related hospital admissions decreased during this period, which may have meant missed opportunities to provide help for those people experiencing problems with alcohol.

Looking beyond the headline figures, there are important differences in various groups within the population. Alcohol-specific deaths were not spread equally. For example, men were twice as likely to die as women. In 2021, 20.1 men per 100,000 died compared with 9.9 women.

Where you live in the UK matters, too, as deaths in Scotland are the highest, followed by Northern Ireland, Wales then and England – although the gap between the nations seems to be narrowing.

In England, deaths are highest in the north-east of England (20.4 per 100,000), which is twice as high as those in London (10.2 per 100,000). Although rates have increased in all regions; for example, there was a rise of 38% in south-west England from 2019 to 2021. This reflects what is already known about the relationship between deprivation and harm from alcohol. There is a two to fivefold higher risk of dying among lower-income groups compared with those from the higher-income groups.

Reflecting the growing trend of young people drinking less than older age groups, it is those aged 50 to 64 that account for most deaths due to liver disease. In 2021, for example, 39 people aged 25 to 29 died from alcohol-related liver disease, compared with 1,326 of those aged 50 to 59. This is related to a greater number of years of drinking but is also a general reflection that when older adults were younger, they tended to drink more than younger people do now.

Numbers of alcohol-specific deaths, by five-year age group and individual cause. Office for National Statistics – Alcohol-specific deaths in the UK: registered in 2021, National Records of Scotland and the Northern Ireland Statistics and Research Agency

Addressing harms

So what can be done to begin to address alcohol harms? It has been estimated that almost a quarter of drinkers in the UK drink above the recommended low-risk drinking guidelines. So this is a health and social issue that requires a national response. Low-impact initiatives, such as education and awareness raising, may not be enough.

The costs of alcohol to society are significant. A recent review estimated this to be £27 billion annually, with only half of this offset by tax revenue on alcohol products.

Timely access to specialist treatment can help to reduce the health risks associated with alcohol. Unfortunately, there have been significant cuts to funding for this type of intervention.

Around 80% of people classed as dependent on alcohol in England are not currently getting treatment support. While there has recently been extra funding for drug services to try and correct historic cuts, this has not been extended to alcohol. Reversing this by investing in services could help to reduce the rising number dying prematurely from alcohol.

A new strategy is long overdue

The last government strategy for alcohol was published in 2012, so there is a pressing need for a new one. This must address all the ways that the harms from alcohol can be tackled, from marketing and pricing to specialist treatment and recovery services.

A group, led by Liverpool MP Dan Carden, with cross-party support, recently called on the government to initiate an independent review of alcohol harm, along the lines of the review led by Dame Carol Black, which had a significant influence on drug policy and treatment funding.

Without such a review and strategy based on it, the harms caused by alcohol including premature death will continue to rise year after year. So much has changed since the last alcohol strategy in 2012 not least the current cost of living crisis. The outlook for investment in public health looks bleak, added to which this government doesn’t seem willing to curtail the efforts of the alcohol industry in marketing and protecting its products.

Harry Sumnall receives and has received funding from grant awarding bodies for alcohol and other drug research. He sits on grant-awarding funding panels, and is an unpaid scientific adviser to the MIND Foundation.

Ian Hamilton does not work for, consult, own shares in or receive funding from any company or organisation that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

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Alcohol deaths in the UK rose to record levels in 2021

Nearly 10,000 people died from alcohol in 2021.

Published

on

By

There has been a record rise in deaths from alcohol in the UK, according to the latest data from the Office for National Statistics (ONS). In 2021, 9,641 people died as a result of alcohol: a rise of 7.4% from 2020.

The leading cause of alcohol-specific deaths (deaths caused by diseases known to be a direct consequence of alcohol) continues to be liver disease. More than three-quarters (78%) of all alcohol deaths in 2021 were attributed to this cause. The remainder of the deaths were due to “mental and behavioural disorders because of the use of alcohol” and “accidental poisoning by, and exposure to, alcohol”.

Although there is no such thing as a safe level of drinking, and many people would feel the health benefits of reducing consumption, most of the risks of developing health problems and dying are skewed towards those who drink the most.

Between 2012 and 2019 alcohol-specific deaths remained relatively stable. It is no coincidence that deaths rose sharply during the first two years of the pandemic: those that were already drinking at harmful levels increased their consumption further during this period. Although liver disease can take years to develop, this process is accelerated when those drinking at harmful levels increase their consumption further.

Other statistics show that unplanned alcohol-related hospital admissions decreased during this period, which may have meant missed opportunities to provide help for those people experiencing problems with alcohol.

Looking beyond the headline figures, there are important differences in various groups within the population. Alcohol-specific deaths were not spread equally. For example, men were twice as likely to die as women. In 2021, 20.1 men per 100,000 died compared with 9.9 women.

Where you live in the UK matters, too, as deaths in Scotland are the highest, followed by Northern Ireland, Wales then and England – although the gap between the nations seems to be narrowing.

In England, deaths are highest in the north-east of England (20.4 per 100,000), which is twice as high as those in London (10.2 per 100,000). Although rates have increased in all regions; for example, there was a rise of 38% in south-west England from 2019 to 2021. This reflects what is already known about the relationship between deprivation and harm from alcohol. There is a two to fivefold higher risk of dying among lower-income groups compared with those from the higher-income groups.

Reflecting the growing trend of young people drinking less than older age groups, it is those aged 50 to 64 that account for most deaths due to liver disease. In 2021, for example, 39 people aged 25 to 29 died from alcohol-related liver disease, compared with 1,326 of those aged 50 to 59. This is related to a greater number of years of drinking but is also a general reflection that when older adults were younger, they tended to drink more than younger people do now.

Numbers of alcohol-specific deaths, by five-year age group and individual cause. Office for National Statistics – Alcohol-specific deaths in the UK: registered in 2021, National Records of Scotland and the Northern Ireland Statistics and Research Agency

Addressing harms

So what can be done to begin to address alcohol harms? It has been estimated that almost a quarter of drinkers in the UK drink above the recommended low-risk drinking guidelines. So this is a health and social issue that requires a national response. Low-impact initiatives, such as education and awareness raising, may not be enough.

The costs of alcohol to society are significant. A recent review estimated this to be £27 billion annually, with only half of this offset by tax revenue on alcohol products.

Timely access to specialist treatment can help to reduce the health risks associated with alcohol. Unfortunately, there have been significant cuts to funding for this type of intervention.

Around 80% of people classed as dependent on alcohol in England are not currently getting treatment support. While there has recently been extra funding for drug services to try and correct historic cuts, this has not been extended to alcohol. Reversing this by investing in services could help to reduce the rising number dying prematurely from alcohol.

A new strategy is long overdue

The last government strategy for alcohol was published in 2012, so there is a pressing need for a new one. This must address all the ways that the harms from alcohol can be tackled, from marketing and pricing to specialist treatment and recovery services.

A group, led by Liverpool MP Dan Carden, with cross-party support, recently called on the government to initiate an independent review of alcohol harm, along the lines of the review led by Dame Carol Black, which had a significant influence on drug policy and treatment funding.

Without such a review and strategy based on it, the harms caused by alcohol including premature death will continue to rise year after year. So much has changed since the last alcohol strategy in 2012 not least the current cost of living crisis. The outlook for investment in public health looks bleak, added to which this government doesn’t seem willing to curtail the efforts of the alcohol industry in marketing and protecting its products.

Harry Sumnall receives and has received funding from grant awarding bodies for alcohol and other drug research. He sits on grant-awarding funding panels, and is an unpaid scientific adviser to the MIND Foundation.

Ian Hamilton does not work for, consult, own shares in or receive funding from any company or organisation that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

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