#Data Mining Experts Help

[mariacallous]

Anyone who has spent even 15 minutes on TikTok over the past two months will have stumbled across more than one creator talking about Project 2025, a nearly thousand-page policy blueprint from the Heritage Foundation that outlines a radical overhaul of the government under a second Trump administration. Some of the plan’s most alarming elements—including severely restricting abortion and rolling back the rights of LGBTQ+ people—have already become major talking points in the presidential race.

But according to a new analysis from the Technology Oversight Project, Project 2025 includes hefty handouts and deregulation for big business, and the tech industry is no exception. The plan would roll back environmental regulation to the benefit of the AI and crypto industries, quash labor rights, and scrap whole regulatory agencies, handing a massive win to big companies and billionaires—including many of Trump’s own supporters in tech and Silicon Valley.

“Their desire to eliminate whole agencies that are the enforcers of antitrust, of consumer protection is a huge, huge gift to the tech industry in general,” says Sacha Haworth, executive director at the Tech Oversight Project.

One of the most drastic proposals in Project 2025 suggests abolishing the Federal Reserve altogether, which would allow banks to back their money using cryptocurrencies, if they so choose. And though some conservatives have railed against the dominance of Big Tech, Project 2025 also suggests that a second Trump administration could abolish the Federal Trade Commission (FTC), which currently has the power to enforce antitrust laws.

Project 2025 would also drastically shrink the role of the National Labor Relations Board, the independent agency that protects employees’ ability to organize and enforces fair labor practices. This could have a major knock on effect for tech companies: In January, Musk’s SpaceX filed a lawsuit in a Texas federal court claiming that the National Labor Relations Board (NLRB) was unconstitutional after the agency said the company had illegally fired eight employees who sent a letter to the company’s board saying that Musk was a “distraction and embarrassment.” Last week, a Texas judge ruled that the structure of the NLRB—which includes a director that can’t be fired by the president—was unconstitutional, and experts believe the case may wind its way to the Supreme Court.

This proposal from Project 2025 could help quash the nascent unionization efforts within the tech sector, says Darrell West, a senior fellow at the Brookings Institution’s Center for Technology Innovation. “Tech, of course, relies a lot on independent contractors,” says West. “They have a lot of jobs that don't offer benefits. It's really an important part of the tech sector. And this document seems to reward those types of business.”

For emerging technologies like AI and crypto, a rollback in environmental regulations proposed by Project 2025 would mean that companies would not be accountable for the massive energy and environmental costs associated with bitcoin mining and running and cooling the data centers that make AI possible. “The tech industry can then backtrack on emission pledges, especially given that they are all in on developing AI technology,” says Haworth.

The Republican Party’s official platform for the 2024 elections is even more explicit, promising to roll back the Biden administration’s early efforts to ensure AI safety and “defend the right to mine Bitcoin.”

All of these changes would conveniently benefit some of Trump’s most vocal and important backers in Silicon Valley. Trump’s running mate, Republican senator J.D. Vance of Ohio, has long had connections to the tech industry, particularly through his former employer, billionaire founder of Palantir and longtime Trump backer Peter Thiel. (Thiel’s venture capital firm, Founder’s Fund, invested $200 million in crypto earlier this year.)

Thiel is one of several other Silicon Valley heavyweights who have recently thrown their support behind Trump. In the past month, Elon Musk and David Sacks have both been vocal about backing the former president. Venture capitalists Marc Andreessen and Ben Horowitz, whose firm a16z has invested in several crypto and AI startups, have also said they will be donating to the Trump campaign.

“They see this as their chance to prevent future regulation,” says Haworth. “They are buying the ability to avoid oversight.”

Reporting from Bloomberg found that sections of Project 2025 were written by people who have worked or lobbied for companies like Meta, Amazon, and undisclosed bitcoin companies. Both Trump and independent candidate Robert F. Kennedy Jr. have courted donors in the crypto space, and in May, the Trump campaign announced it would accept donations in cryptocurrency.

But Project 2025 wouldn’t necessarily favor all tech companies. In the document, the authors accuse Big Tech companies of attempting “to drive diverse political viewpoints from the digital town square.” The plan supports legislation that would eliminate the immunities granted to social media platforms by Section 230, which protects companies from being legally held responsible for user-generated content on their sites, and pushes for “anti-discrimination” policies that “prohibit discrimination against core political viewpoints.”

It would also seek to impose transparency rules on social platforms, saying that the Federal Communications Commission (FCC) ��could require these platforms to provide greater specificity regarding their terms of service, and it could hold them accountable by prohibiting actions that are inconsistent with those plain and particular terms.”

And despite Trump’s own promise to bring back TikTok, Project 2025 suggests the administration “ban all Chinese social media apps such as TikTok and WeChat, which pose significant national security risks and expose American consumers to data and identity theft.”

West says the plan is full of contradictions when it comes to its approach to regulation. It’s also, he says, notably soft on industries where tech billionaires and venture capitalists have put a significant amount of money, namely AI and cryptocurrency. “Project 2025 is not just to be a policy statement, but to be a fundraising vehicle,” he says. “So, I think the money angle is important in terms of helping to resolve some of the seemingly inconsistencies in the regulatory approach.”

It remains to be seen how impactful Project 2025 could be on a future Republican administration. On Tuesday, Paul Dans, the director of the Heritage Foundation’s Project 2025, stepped down. Though Trump himself has sought to distance himself from the plan, reporting from the Wall Street Journal indicates that while the project may be lower profile, it’s not going away. Instead, the Heritage Foundation is shifting its focus to making a list of conservative personnel who could be hired into a Republican administration to execute the party’s vision.

[planet-of-the-machines]

[Voice transcription enabled]:

>Hey class! Crosshairs again-<

+And F!+

>we-<

=hey Cross! Don't leave us out!=

>*sigh* and the rest of the bozos in my salvage team are kinda confined to the repair bay after some trouble with helping field testing brainstorm with some new munitions.<

+I got to drop bombs!+

^And got a load of fried electronics in your systems, so hold still and let me do your repairs birdbrain!^

>yeah, so some munitions were a bit volatile, so we're getting repairs. Saw the details on that blizzard, at least you've got shelter. But since you lot are stuck there, my team and I can give you some tips!<

)Play knife monopol-(

*Sounds of metal clashing on metal*

^Absolutely not! Knife monopoly is banned for a reason! Now bring that wrench back over here, moron.^

>actual first tip, investigate, but do not interfere with the local power source. Exemptions only for skilled reactor personnel.<

/second, do not go off in groups with less than four members! If someone gets stuck, you'll have at least two people to attempt rescue an a third to call for additional help!/

+oh! Don't enter enclosed spaces! My team had to scrounge a lot for supplies. We... kinda got all our wings stuck full open cause we got circuits scrambled by radiation, so we couldn't stow em. And cause of that we get stuck a lot in buildings...+

)not the only thing scrambl-*CLANG*Ow!(

>Shut it, Singe!<

^well, that explains the damages that don't match with the other munitions you clowns tested. I don't have suitable replacement parts here maybe when chromedome gets back I can negotiate some parts for those repairs.^

>okay, we'll send questions every now and then with some advice so you don't get screwed over by architecture no longer up to code. For our first question...<

+ooh! N! What do you and your team do in downtime nowadays? I've been bored cuz I'm not allowed out to fly without others out to keep an eye on me...+

>... eh that works...<

#could you all be quiet? I'm trying to get some recharge in#

- >Crosshairs<, +Serial Designation F+, =Roadbuster=, )Singe(, ^Glit^, /Cloudraker/, and #Crankcase# of Outpost 15

(Added some text flair to tell us apart)- Crosshairs

P.s. we saw the posts from Spinister. We've hooked him up with an empty petabyte hard drive so he can just shove junk data in it. We can't help em with the coma bit til chromedome is back tho. He's our coding expert.

One more thing, Brainstorm told me he's got some special weapon design he's finished testing. He wants it to be a surprise, no matter that I've told him a weapon of his design is the last thing anyone with self-preservation protocols would want to be surprised by...

...

Does using a power amplifier on the power generator count as interference?

-Bee

I believe that would be Wheeljack's area of expertise. Let's just hope you and Uzi didn't strain the electrical transformers or anything crucial.

-Boulder

BITE ME! >:(

And quit complicating my investigation!

-Uzi

I did not say that as an insult.

Also, F, how did you come across radiation? N2 mines get their name from being Non-Nuclear.

-Boulder

Outpost 15's in or near California, right? Maybe one of their earthquakes ruptured a nuclear power plant.

-Hot Rod

I find it more likely that N2 mines hadn't entirely phased out nuclear weapons...

So, anyone going with the gremlin on her little search?

-Heatwave.

Ooh, I'll go!

As for your question, F, I spend my spare time helping out throughout the outpost. It was kinda part of the deal with Mr. Kup and the council has with me. Be useful, and me and my sisters might fully integrate into the outpost.

As for what V and J do...

-N

I've been assigned remedial training courses by these toasters' barely-functioning government. To "undo the corpo brainwashing," one of them said. V has to go back to her cell after class, because apparently she ALMOST GOT HERSELF KILLED!!!

-J

Again, how was I supposed to know Doll would be spamming ctrl + copy on kitchen knives? |:(

Besides, best to stay a little distant, don'tcha think?

-V

Uh, boss? Are you sure you're doing okay?

-N

IM COMPLETELY FINE, N! I'M AS PROFESSIONAL AND UP TO GUIDELINES AS EVER!!!

-J

Take the corporate simp with you. We don't need a mental breakdown ruining the mood.

And Bee.

-Cliff

What!? I'm sorry, as much as I'd like to help Uzi, I'm not going with her! Besides, Hot Rod's not the greatest at camping stories.

-Bee

So we'll send him to replace you after a while.

Seriously, I know J tried to kill you, but you lived. H*ll, you jammed her weapons and sh*t. You can definitely take her for a while.

-Cliff

You'll be fine, Chatterbox. If she tries anything, I'll blow her to bits with my Sick as [Parental Filter activated] Railgun. So can we please get going already?

Also, what's knife monopoly? Sounds fun. >:)

-Uzi

[aronarchy]

The extent of Russia’s influence in Sudan goes beyond its involvement in the current war. It’s not only fueling war in Sudan but it’s the reason Russia is able to continue its war in Ukraine and other places despite being sanctioned by the West. Russia is surviving western sanctions by exploiting, smuggling gold and aiding the Sudanese Transitional Military Council (TMC) in the suppression of the pro-civilian led government movement.

In 2014, Putin was vocal about creating an economic plan to circumvent potential Western sanctions tied to the Ukraine war. By 2017, they began extending lifelines to autocrats, and unsurprisingly, former Sudanese President Omar Al-Bashir joined Putin’s economic pipeline. After a meeting between the two presidents, Russian geologists and mineralogists employed by Meroe Gold arrived in Sudan.

The Russian companies, including Wagner, a private military company linked to Russia and frequently engaged in conflicts worldwide, began establishing a presence in Sudan. Notably, Wagner leader is under US sanctions, accused of meddling in the 2020 US elections. In 2020, under Trump administration, the group was sanctioned for its heavy exploitation of Sudan’s natural resources. The exploitation was so evident that they literally had to be sanctioned by Trump, which is quite surprising.

In 2019, following Al-Bashir’s overthrow, Wagner transitioned to striking deals with the Rapid Support Forces militia general, Hemeti. This militia, formerly known as Janjaweed and implicated in the Darfur genocide, received weapons and training. Wagner, in return, gained access to smuggled gold and devised plans to maintain control, ultimately contributing to today’s proxy war in Sudan.

The method of gold smuggling involved disguising it as flying cookies and concealing the smuggled gold beneath Russian cookie boxes. 🤣

In 2022, @/nimaelbagir a Sudanese journalist and CNN’s Chief International Investigative Correspondent went to a Russian owned gold mining facility in Sudan. Watch her report here ⬇️

Full report here:

In June 2022, the Darfur Bar Association (DBA) launched an investigation and confirmed Wagner mercenaries presence in South Darfur after its attack on gold miners in South Darfur. The investigation also revealed that the Transitional Military council (SAF+RSF) knew about the presence of Wagner in Sudan and in 2019 a copy of the report was actually sent to then prime minister Hamadok.

The DBA investigation also revealed how the UAE is involved in Sudan and its role in the current war. There’s also an extensive investigation report on the role of the UAE in Sudan by the New York Times and the Wall Street Journal that proves the UAE involvement in Sudan.

How are the UAE and Russia linked you might ask?

1) Most Sudanese gold passes through the United Arab Emirates. Unofficial data from the United Arab Emirates reported that over $1.7bn of Sudanese gold landed in Dubai in 2021, just under half the value of all the country’s exports. But there is little accurate data tracking it after it arrives in the UAE (arrives via Russia). Most industry exports reckon that official figures account for less than a quarter of total gold sales. Khartoum’s central bank recorded gold exports of 26.4 tonnes from January to September in 2021 but estimates over 100 tonnes would have been smuggled out during that period. (Africa Confidential)

Amdjarass, the Chadian town just across the Sudanese border, is the base from which the UAE is running an operation supposedly to help Sudanese refugees. But behind the façade of what the UAE maintains are humanitarian efforts, lies covert weapons, drones, and medical treatment to injured RSF fighters. (The Africa Report)

A U.S. Ally Promised to Send Aid to Sudan. It Sent Weapons Instead. (WSJ)

The New York Times report on how the UAE is further involved ⬇️

2) In April 2023, following the onset of the war in Sudan, the Wagner group was exposed by CNN for allegedly supplying missiles to the RSF in their conflict against the Sudanese armed forces (SAF). The arms came through the UAE under the guise of humanitarian aid for Sudanese refugees in Chad. These armaments were destined for the UAE’s local proxy, the RSF, in Sudan’s western region. In addition, CNN exposed that the shipments of surface-to-air missiles provided by Wagner were destined for the RSF via flights shuttling the hardware from Latakia, Syria, to Khadim, Libya, and then airdropped to northwestern Sudan, where the RSF enjoys a strong presence. This support from Wagner is considered a significant factor contributing to the RSF’s continuation of the war and their reported atrocities against Sudanese civilians, including killing, looting, sexual violence, and mass destruction of Sudan’s infrastructure.

The satellite images from CNN and the open-source group “All Eyes On Wagner,” provide evidence of an escalated Wagner presence at the bases of Khalifa Haftar, the leader of a Libyan militia supported by Wagner, in Libya. This heightened presence was purportedly in preparation to assist the RSF militia against the SAF.

Full report here:

3) There is evidence that the UAE has been funding Wagner in Libya to help reduce the financial burden on Russia for its Libyan operations and has been deploying these forces to prop up its ally, General Khalifa Haftar, who has been fighting the UN-recognized Government of National Accord in Tripoli. The report that the UAE is funding Wagner in Libya actually came from the US department of defense, which again is a surprise considering the close alliance of the US and the UAE.

East Africa Counterterrorism Operation, North and West Africa Counterterrorism Operation Quarterly Report to Congress, July 1, 2020‒September 30, 2020

[religion-is-a-mental-illness]

By: Paul Terdal

Published: Jul 2, 2024

It’s understandable to want to help troubled kids. But the evidence simply isn’t there that unproven drugs and surgeries are what they need.

In our drive to eliminate health inequities, my fellow liberal Democrats and I are eager to help children who identify as transgender. This compassionate urge has led our state, Oregon, to fast-track Medicaid coverage of medical transition services for kids, including puberty-blockers, cross-sex hormones, and surgical removal of breasts and genitals. Yet I’m deeply concerned that in the push for equity, Oregon has ignored evidence, to the point of jeopardizing children’s health. I know from experience that my state can do better to ensure that kids get medically necessary care.

Oregon has long been a national and even international model for evidence-based medicine. I personally encountered my state’s strong commitment to medical science after my two young sons were diagnosed with autism in the late 2000s. At the time, few autism treatments were covered by insurance or Medicaid anywhere in America, so I worked with state leaders and a broader coalition to right that wrong. One key hurdle was Oregon’s Health Evidence Review Commission (HERC), which determines what treatments Medicaid covers and strongly influences the coverage of private health-insurance plans.

HERC held us to its customary high standards for quality of evidence. We organized testimony from some of the world’s leading experts on autism and submitted reams of peer-reviewed journal articles, all of which were rigorously scrutinized by HERC’s experts. We prevailed only after the U.S. Agency for Healthcare Research and Quality published a groundbreaking systematic review that supported the effectiveness of behavioral interventions for autistic children. In 2014, HERC approved Medicaid coverage of such treatments for children like mine. HERC’s wise focus on evidence steered patients and physicians away from risky and unproven interventions that were popular at the time, some of which, such as chelation therapy, reportedly killed autistic children. To this day, I’m grateful for the commission’s high standards.

Yet HERC hasn’t upheld the same standards for gender medicine. To its credit, the commission began looking at this issue in 2012, before gender dysphoria was on the social radar. At the time, based primarily on studies of adults over the age of 30, it concluded that there was “very poor evidence” of benefits of medical interventions for patients. Even so, HERC decided in 2014 to provide comprehensive Medicaid coverage for puberty-blockers, cross-sex hormones, and surgeries for anyone, including children, who identifies as transgender. In a strange departure from its own rules, HERC didn’t run these policies through its evidence-based-guidelines subcommittee. In my fight for autism coverage, that subcommittee was the most important part of the process.

I’m confident the commissioners were trying to help people in what was then a unique situation. At the time, in 2015, the state estimated that very few patients would choose medical transition: according to NPR, “at least 175” patients per year, of all ages. NPR quoted HERC’s medical expert as estimating that the combined total cost for this coverage would be “up to $200,000 — for the whole state.” Yet by 2019, more than 7,500 Oregonians were receiving such treatment, at a cost of over $20 million per year. Based on my analysis of state data, hundreds of children have received some combination of puberty-blockers, cross-sex hormones, and surgeries. None of these procedures have gone through clinical trials to demonstrate their safety and effectiveness, and in the case of hormones, children are receiving drugs that haven’t been approved for such use by the FDA.

Amid this exponential rise, HERC in 2023 commissioned a thorough review of the latest studies. The draft report, which I obtained via a freedom-of-information request, found that the evidence was still very limited. For youth, the investigators reported that they were unable to find any systematic reviews — the key evidence we had to provide for autism coverage — with “extractable data” showing benefits of transgender treatments for children. The report also noted that many lower-quality studies can’t be applied to patients who seek a rapid gender-affirming transition, which is typically the case with children. The report was essentially Oregon’s version of the Cass Report, which the United Kingdom released in April.

Yet Oregon’s report was never finalized, and HERC staff didn’t even present their draft to the body’s 13 commissioners. Instead, after the state passed a law requiring the coverage of “accepted standards of care” for transgender treatments, HERC quickly endorsed guidelines from an advocacy group — without any analysis of the contents. The guidelines are highly aggressive yet based on low-quality evidence. Today, preteen Oregonians can be put on powerful chemicals without FDA approval, before moving on to surgeries as adolescents. These interventions can irreversibly alter their bodies and leave them less likely or even unable to have children of their own later in life. The risks to their physical and mental health are high and, crucially, not justified by existing proof of benefit.

Equity cannot be achieved by ignoring evidence and stripping away consumer protections from historically underserved people. While I deeply sympathize with the goal of helping struggling kids, we can’t accept shortcutting medical ethics — and we didn’t accept it a decade ago, with autism coverage. The ethical path is for HERC to define “accepted standards of care” based on the best science. Medicine is supposed to follow the evidence because health and well-being hang in the balance. The stakes are especially high for children. If we truly want to be equitable, Oregon will stop undermining children’s right to evidence-based medical care.

[ Via: https://archive.today/WcL66 ]

[lisbeth-kk]

#FFF211

Sherlock fandom.

John's left Sherlock a suspicious note, and Sherlock realises that he needs help from his archenemy.

Disclosing a riddle

Sherlock comes home to an empty flat on a Friday night, which is unusual, but not unheard of. John’s got the weekend off, so he’s probably at the pub with Lestrade or Stamford. When he spots the note beside the skull on the mantle, Sherlock frowns. It’s in John’s handwriting. They don’t leave notes for each other. Normally they just text.

Peculiar.

Sherlock seats himself in his chair before reading the note.

Sherlock.

An old friend of mine turned up today, and I might be out late. DON’T try to find me. John.

What the hell does this mean? An old friend Sherlock hasn’t heard about. That put aside, why on earth did John find it necessary to write such a note? It’s not like they keep track on each other. That can be trusted to Sherlock’s annoying brother. The letters in caps lock suggests…something. John would never write like that. Sherlock’s after all quite the expert on John’s writing habits.

Of course! It’s a clue…it must be.

Sherlock scrutinises the note thoroughly once more before retreating to his mind palace. He’s confident John’s safe for the time being, and if he needs saving, Sherlock will find the solution. No one’s going to hurt his John.

He needs to start with the friend business. As far as Sherlock knows, John’s had few friends, if any, in the past. Present, it’s him, Lestrade and Stamford. John had mentioned being close to his superior officer in Afghanistan, but it had ended badly. The fellow didn’t want anything more to do with John after an ambush or something like that.

Idiot!

Anyone not wanting to be in John’s presence…well. 

Ruling out John’s previous friendships, coming up with nothing, Sherlock realises to his horror that this so-called friend, must be the opposite – an enemy. And probably linked to John’s work with Sherlock, if not Sherlock himself. Sherlock’s got no more friends than John, and none from his past comes remotely near the term. So, that’s why John used caps lock on the word ‘DON’T’. He wants Sherlock to find him. Needs to, because John’s in danger. 

CCTV from Baker Street this afternoon. John’s missing. Left suspicious note. Hurry! SH

Sherlock doesn’t often ask his brother for favours, but he’s got no data in this case. His heart races, his palms sweat, and he paces back and forth in front of the windows while impatiently waiting for Mycroft’s response. It has suddenly struck him that John might be injured or dead, and it makes Sherlock terrified and almost paralyzed. 

He can’t lose John!

Even if Sherlock wants more than to be John’s friend, he’d rather be his friend than never to see him again. His life will be as empty as it’s ever been with John gone. Never again hearing John’s voice praising Sherlock for his deductions, never again be certain that John steps in when Sherlock’s in danger, never again watching crap telly warming his feet under John’s thighs, never again… His phone chimes and Sherlock’s heart skips a beat.

John’s located in a shed at the South Bank. A car will pick you up in five minutes. MH

Sherlock flies down the stairs and urges the driver repeatedly to step on it once inside the black car. When the car stops, Sherlock flings the door open and runs to the shed. Two of Mycroft’s minions are standing guard outside.

“Why haven’t you rescued him?” Sherlock hisses.

“Mr. Holmes’s orders,” one of them replies.

Sherlock rolls his eyes. He wants to pull the door open, but he doesn’t want to spook John. Sherlock’s got no idea what state John’s in, so he must tread cautiously. Once inside, Sherlock needs some seconds to adjust to the darkness, but he sees a figure seated at a chair. 

John!

With two strides, Sherlock kneels in front of the chair, untying John’s hands. John’s unconscious, but Sherlock can’t see any injuries or bruises. He takes John’s hands in his and massages his wrists carefully. Realising that John’s safe, Sherlock can finally breathe properly, and a sob escapes him.

“Sherlock?”

John’s voice is weak, and his eyes look dazed. 

Is he drugged?

He tries to get John to stand, but his knees buckle and give in. Sherlock calls out to the two men outside, and with their help he gets John into the same car which drove Sherlock earlier. 

“The closest A&E,” Sherlock barks to the driver.

John’s passed out and Sherlock’s placed John’s head in his lap. He runs his fingers through John’s hair and tries to hold his own panic at bay. 

Once inside the A&E unit at Guy’s Hospital, Sherlock regains his normal attitude, and keep his emotions out of the picture when he explains what he suspects to be the cause of John’s collapse. 

An hour later, John’s peacefully asleep in a private room. Sherlock’s seated in a chair beside the bed. A text from Mycroft arrives, and Sherlock smiles contemptuously. 

The perpetrators are in custody. John’s old friend is sorry for the inconvenience. Wanted some fun but failed to add his two accomplices’ alcohol intake into the equation. Is John alright? MH 

Thank you. Sleeping. Will be fine in a few hours. SH

When John wakes and Sherlock sees his beautiful blue eyes being almost back to normal, he’s relieved beyond measure.

“How do you feel?” he asks tentatively.

“A bit groggy. What happened, Sherlock? Did you get my note? You understood…”

John coughs and closes his eyes in agony. His head’s clearly bothering him.

“I’ll tell you all about it later, John. Just rest. It’s good to have you back,” Sherlock murmurs and feels a lump in his throat.

A familiar hand finds his and squeezes. As their eyes meet, Sherlock places his other hand on John’s cheek and John’s radiate smile, tells Sherlock that everything is going to be fine.

@flashfictionfridayofficial

[salora-rainriver]

We're talking about Ads Again

Context for those followers of mine who weren't there: I made a post about tumblr ads being weird back in 2016 and it's literally still getting notes to this day. People responded GREAT to it. honestly, despite being like. ass old at this point and written by a literal high schooler, it's still pretty good! I thank my dad being in advertising helped significantly. I had an expert witness.

Tonight, I'm writing the sequel to that post. the sequel is this post.

let's just fucking dive into it or whatever.

why am I doing this?

okay for starters I made that post in goddamn 2016 and I refuse to believe my insights into the marketing world have not improved since then.

Also, the marketing world has CHANGED. Huge swaths of my old post are no longer relevant. What we saw with tumblr ads in 2016 was in some parts a passing fad, and in other parts the harbinger of a new wave of influencer marketing and corporate parasociality (I coined that term just now).

Honestly I've been thinking for a while that I should make an update post, but what with, yanno, adulthood, that's been kinda hard!

Well, I've missed a train, and it's Christmas, so I've finally found the time to do that.

What has Changed?

in my personal life... dad got fired! yeah it fucking sucks. the good news is he and his wife are working towards their retirement now, shifting away from the industry overall. Good news as far as life is concerned, but it does mean I no longer have as clean a connection to the Industry as I used to.

but more importantly, why he got fired. The fact is, dad's old! I know, shocker. More than just being old, though, his field (and my stepmom's field - they both did the same work) represents an older paradigm of advertisement. he did TV spots and posters, not ad reads for Raid Shadow Legends. He was great at his work, but we're in an era of data-driven, maximalist, google adsense, low-barrier-to-entry, super-fast and super-cheap digital advertisement.

Well, more specifically,

We're on the cusp of an extinction event poised to bring said era crashing to the ground.

Pictured: the current vibes in the ad world

Siberia is on Fire and Everything is Dying

So given that my typical source on stuff like this is currently unemployed, I decided to hit good ol google (well, google and duckduckgo. fitting given what we're talking about) to see if I could get any insights into what the current state of advertising is.

and the short of it is that everyone says the end is nigh. check this out:

Digital is dead, and so is TV. God fucking damn. BY THE WAY, I loved these two articles. Chris Gadek, a man I only learned about today, is clearly an excellent writer and his professional insights are probably gonna be way better than my amateur synthesis of the half-dozen different articles I read today, including his.

blatant shilling for random article writers aside, let's get on to my half-baked synthesis, starting with:

What Set Siberia on Fire

In small part, it's the same issues facing most major companies and industries in our late capitalist world: Hubris.

As this New York Times article points out, we've got a low barrier of entry into a gargantuan industry that's increasingly pumping out slop to follow a strategy of 'more is more'. And we've all seen the bizarre mobile game ads and shady scams that have resulted from THAT.

On top of that, we've also got the fucking digital privacy issue shaking up the entire world as consumers increasingly don't like being spied on (imagine that), and the EU starts rolling out heavy restrictions on the data harvesting that was fueling a bunch of this advertisement bubble.

There's also the ad fraud. Oh, you didn't hear about that? Well, it's nothing much, just that lots of bots are clicking ads to falsify click metrics, artificially inflating the effectiveness of said ads. look, it even has a wikipedia article

oh and Facebook did it. Facebook did ad fraud. :)

and I'm not even getting into everything that works to shake up or demolish basically every advertisement channel out there - the decline of cable tv and print newspapers, the increasing use of ad blockers, the crisis of consumer trust, etc etc.

In short we are looking at a multitude of micro-crises all working together to make the environment unlivable for most current forms of advertisement.

in other words: an extinction event!

Who's Gonna Survive

And just like in a real extinction event, whether or not you survive depends on how good you can adapt to the brave new world you've found yourself in. Old school advertising needs to drastically rethink their everything if they're gonna stay afloat, and every field of the industry needs to recreate itself. As my new favorite writer Chris Gadek says,

"These crises show that there are no safe havens. You can’t substitute one advertising medium for another. Rather than pivot, the advertising industry must adapt and learn to effectively use the channels at their disposal (TV included), factoring in the seismic societal and technological changes that have occurred over the past decade and beyond."

and what is that going to look like? what's going to be the new face of advertising?

The field seems torn, at first... but also aligned, at least when it comes to the core principles:

privacy is a big issue. Seems like a lot of advertisers are seeing an end to wanton consumer surveillance, and looking into less invasive ways to gather important and meaningful data

companies that rely on selling ad space and propping up their engagement metrics are going to be relied on less, probably, because the metrics themselves are being seen as less reliable (for good freaking reason)

regaining consumer trust is going to be a massive priority in the future.

overall, we're probably going to look at a massive downturn in ads, as people turn to a quality-over-quantity strategy in an attempt to stop flooding the attention marketplace.

that's the gist I'm getting from reading oh so many different articles of varying quality from so many different sources.

So, yanno, there may be some hope out there. If smart people start leading this industry (lol), we may get to actually enjoy ads.

Yeah. Enjoy ads.

Unironically.

I know, it's crazy.

PS: if you start seeing affiliate links on mainstream TV ads, thank our lord of excellent business analysis Chris Gadek for calling it early. God, that's such a crazy left-field idea and I really want it to actually happen.

[edatamine]

Beneficial Outcomes of Data Mining Outsourcing Services

Data mining has become one of the essential tools in the digital world. It brings valuable and actionable insights, which help in business growth and success. To get accurate and reliable results, outsourcing experts offer comprehensive solutions. Read more about how data mining outsourcing benefits various businesses.

[acuvate-updates]

Revolutionizing Enterprises: CXO’s GenAI Transformation

1. Unlocking AI’s Potential: A Strategic Overview

AI adoption, embraced by 70% of executives, promises enhanced customer experiences despite challenges. Understanding and integrating AI into business operations is essential. Explore our guide for actionable insights, ensuring businesses not only survive but thrive in the AI-driven era.

Learn more about Artificial Intelligence impact in 2025

AI Reshaping Decision-Making in 2025

Generative AI, like GPT, simplifies business processes. It transforms decision-making with its user-friendly interfaces, self-learning capabilities, and efficient sorting.

Furthermore, it’s a budget-friendly solution with no training fees, making it accessible for businesses of various sizes.

Our guide aims to offer practical insights for responsibly adopting this transformative technology. Following our roadmap allows businesses to navigate the Generative AI landscape, ensuring success in the constantly changing digital environment.

To stay informed and up to date with the latest trends, join our webinars featuring industry experts from organizations like Microsoft, Shell, and more.

C-Suite Roles Transformed by AI

Strategic AI Adoption Tips for Leaders

To successfully adopt AI, prioritize it for strategic goals, use tailored features, and embrace multilingual capabilities. Ensure secure deployment for data integrity. Offices that adopt AI enjoy streamlined processes, ongoing innovation, and secure frameworks.

2. Transforming C-Suite Roles with AI

Empowering CIOs: Innovating IT with AI

In enterprise IT, AI, particularly models like GPT, empowers CIOs to break traditional boundaries and improve operations through groundbreaking innovations.

Use Cases:

· Smart IT Helpdesk Support: AI ensures 24x7 support with human-like conversations, reducing user effort and cost.

· Smart Search: AI transforms data management, improving user engagement with easy-to-use search capabilities.

· Next-Gen Customer Support: AI automates email-based queries, crafting personalized responses for enhanced customer experiences.

To stay informed and up to date with the latest trends, join our webinars featuring industry experts from organizations like Microsoft, Shell, and more.

Implementation Tips:

· Prioritize AI for strategic goals.

· Personalized and multilingual capabilities.

· Ensure secure deployment for data integrity.

· Offices embracing AI experience streamlined helpdesks, continuous innovation, and secure frameworks.

Empowering HR with AI: From Administration to Leadership

Use Cases:

· AI-powered Talent Acquisition: AI streamlines global recruitment, automating candidate screening and optimizing interview scheduling.

· Efficient Employee Onboarding: AI redefines onboarding by using chatbots to create personalized experiences and promote communication across departments.

· Personalized Employee Engagement: AI’s learning capabilities drive adaptive engagement activities, ensuring timely interventions and integrating feedback loops.

· Data-Driven Learning and Development: AI changes learning through advanced knowledge mining, personalized modules, and interactive interfaces.

Implementation Tips:

· Align AI integration with strategic HR goals.

· Leverage AI’s personalization and multilingual features.

· Uphold data integrity and fortify security during deployment.

· Offices leveraging AI experience streamlined recruitment, efficient onboarding, personalized engagement, and reimagined L&D.

Also, read more about How GPT-powered Chatbots Can Help HR Leaders Drive Engagement and Retention

AI-Powered Marketing: A CMO’s Secret Weapon

Use Cases:

· AI-Powered Brand Engagement Solutions: AI revolutionizes brand engagement with personalized content, human-like communication, and timely identification of upsell opportunities.

· Smartly allocate ad spending: AI enables CMOs to allocate budgets wisely by analyzing real-time market trends predictively.

Implementation Tips:

· Prioritize AI Integration aligned with core marketing goals.

· Leverage Multilingual Features for global brand reach.

· Strategize Deployment with a focus on data integrity and customer privacy.

· Offices with AI experience tailored brand engagement, proactive ad spend decisions, and seamless multilingual marketing.

Explore the Power of Generative AI for enhancing CX — Marketing and Customer support/ Engagement

AI: The COO’s Catalyst for Operational Agility and Efficiency

In the realm of Operational efficiency, Chief Operating Officers (COOs) orchestrate processes to optimize resources.

Use Cases:

· Simplifying the supply chain: Artificial Intelligence (AI) provides a high-level perspective, facilitating proactive demand forecasting and prompt corrective actions for effective supply chains.

· Enhancing Operational Communication: AI-powered chatbots ensure role-specific information flow, facilitating real-time feedback and swift issue resolution.

· Driving Operational Cost Optimization: AI analyzes data for cost leakage points, recommends resource redistribution, and encourages real-time cost insights.

To stay informed and up to date with the latest trends, join our webinars featuring industry experts from organizations like Microsoft, Shell, and more.

Implementation Tips:

· Justify Integration Effort with improved operational KPIs.

· Leverage Iterative Learning for continuous process refinement.

· Prioritize Data Security, safeguarding organizational assets.

· Offices with AI experience data-driven supply insights, intelligent communication, and dynamic cost optimization.

· In the dynamic field of data management, Chief Data Officers (CDOs) use AI, including GPT and other generative AI models, as strong supporters to decode large datasets effectively.

Use Cases:

· Enhancing Data Intelligence: AI’s advanced algorithms mine data, providing insights that shape business strategies through predictive modeling and intelligent summarizing.

· Managing Unstructured Data: AI’s NLP features efficiently process and convert unstructured data into organized, clear formats, enhancing data processing efficiency.

· Enhancing Data Governance: AI simplifies data management by automating organization, ensuring compliance with regulatory policies, real-time breach detection, and maintaining data standards.

Implementation Tips:

· Start with a clear data strategy aligning AI’s abilities with major data challenges.

· Prioritize data protection in AI adoption for utility and security.

· Invest in continuous training, refining AI models for better understanding of organizational data.

· Offices with AI experience automated, intelligent data insights, streamlined data, and proactive, AI-assisted data governance.

3. AI’s Impact: Boosting Enterprise Efficiency

Discover how advanced AI, including Azure OpenAI’s GPT, is reshaping enterprise operations. Explore real-world use cases across departments, showcasing the profound impact of Generative AI on organizational efficiency.

AI Integration Across Departments

SharePoint Search Integration

Structured Data Insights & Summarization

AI enables the effortless transformation of structured data into actionable intelligence. This module analyzes tables and databases, extracting meaningful insights presented in user-friendly natural language summaries, empowering teams for informed decision-making.

R&D Assistant

In Research and Development, AI acts as a dedicated assistant, leveraging internal and external data sources for comprehensive reports and analysis.

Customer/Consumer Support

Elevate customer support with an AI-powered chatbot that delivers personalized and context-aware responses. By training the model with customer support data, this solution ensures accuracy and seamless integration with existing systems.

HR Chatbot

AI becomes an invaluable virtual assistant in HR, guiding employees through common queries with personalized responses. From leave requests to company policies, this intelligent chatbot ensures a seamless and efficient employee experience.

IT Chatbot

Revolutionize IT support by using an AI-powered chatbot. The chatbot can troubleshoot common issues, give step-by-step instructions, and escalate complex cases. Enhance user experience and streamline technical support with this essential tool.

To stay informed and up to date with the latest trends, join our webinars featuring industry experts from organizations like Microsoft, Shell, and more.

Document Comparison/RFP Validation

AI streamlines procurement and HR processes by comparing documents. Quickly analyze text documents for similarities, differences, and changes, ensuring accuracy in document validation and specifications.

Procurement Assistant

Automate and streamline the procurement process with an AI-powered assistant. Generate purchase orders, request for quotations, and vendor evaluations based on predefined templates and user inputs, ensuring efficiency and accuracy.

Search Integration with SAP JAM/ServiceNow KB/Salesforce KB

Bridge the knowledge gap by integrating AI with ERP and ITSM systems. Enable interactive conversations beyond search results, enhancing user understanding and engagement with content.

Knowledge Management Solution

Empower your workforce with a Knowledge Management Solution seamlessly merging AI with Azure Cognitive Search. Unlock information from diverse sources, fostering a culture of knowledge-sharing and collaboration.

Integrate innovative AI use cases into your strategy for streamlined processes and enhanced user experiences.

4. Unlocking AI’s Power with Acuvate: A Comprehensive Guide

As businesses embrace AI’s transformative potential, Generative Pre-trained Transformers (GPT) take center stage, enhancing productivity. Our guide delves into AI FAQs, ensuring data security and adaptability for enterprise needs.

To stay informed and up to date with the latest trends, join our webinars featuring industry experts from organizations like Microsoft, Shell, and more.

Acuvate Advantage

Experience the Org Brain GPT framework, combining analytics and enterprise security. Acuvate’s expertise, spanning 16 years, ensures customized AI solutions for streamlined processes.

Explore our AI trends guide to boost your organization’s capabilities. Request a demo or insight into Acuvate’s transformative AI solutions for enhanced performance.

Also, read our other blogs on the AI revolution on Medium

9 Must-Watch Webinars of 2025 for Tech Enthusiasts | Medium

- AI-Driven Transformation: A CXO's Guide to Generative AI Success | Medium

GPT Revolution in AI - A Strategic Guide for CXO | Medium

Emerging Energy Technologies: Data, AI & Digital Solutions in 2025 | Medium

[rabbitcruiser]

International Snow Leopard Day

Snow Leopards are captivating and powerful animals. However, they are also vulnerable to loss of prey and poaching. These animals are distributed sparsely across 12 different countries in Central Asia. They tend to be found in rugged, high mountain landscapes, at elevations between 3,000 and 4,500m. The key to protecting this species is raising awareness. That’s what International Snow Leopard Day is all about.

History Of International Snow Leopard Day

The first International Snow Leopard Day occurred on the 23rd of October in 2014. The main purpose of this day is to show the importance of snow leopard conservation and raise awareness about this incredible animal. The day also emphasizes the importance of taking measures to stop poaching, as well as consolidating efforts in terms of an environmental organization in the countries of the snow leopard range.

The day was initiated by the countries that encompass the snow leopard’s range. They include Uzbekistan, Tajikistan, Russia, Pakistan, Mongolia, Kyrgyzstan, Kazakhstan, India, China, Bhutan, and Afganistan. On the 23rd of October, in 2013, these countries signed the Bishkek Declaration regarding the conservation of the snow leopard. This happened in the capital of Kyrgyzstan, Bishkek, at the very first Global Snow Leopard Forum.

Fascinating Facts About Snow Leopards

Snow leopards are able to prey on animals that are up to three times their own body weight.

They have massive, thick tails, which are able to help them maintain balance and shield them from harsh weather. Their tails are almost as long as their entire body.

A study from the WWF has recorded snow leopards living at 5,859 meters above sea level. This is the highest altitude that has ever been documented for big cats. This is about the same height as the highest mountain in Canada.

You may be surprised to learn that snow leopards are not able to roar. Instead, they mew, yowl, and growl. They also prusten, which is also known as chuffing. This is a non-threatening vocalization, which is made when they blow air through their nose.

The fur on the stomach of a snow leopard is almost five inches thick. This is so that they can survive in the harsh and cold mountain climates.

These animals are often referred to as ‘ghosts of the mountain’ because they spend most of their lives in solitude and they are rarely seen.

Snow leopards are the only big cats that call Asia’s cold deserts their home. These deserts are sometimes referred to as the third pole because they feature ice fields with the biggest reserves of freshwater outside of the southern and northern polar regions.

What Threats Do Snow Leopards Face?

The exact number of snow leopards is unknown. Experts believe that there is no more than 6,390 snow leopards around the world, yet the number could be as small as 3,920. There are a number of threats that this elusive cat faces, including poaching. Data is hard to come by in this respect because a lot of trades with snow leopard parts occur in the dark. Some research shows that one snow leopard has been killed and traded every day between 2008 and 2016. However, the true extent of the issue is thought to be even bigger.

No animal should be poached, and this is why the likes of International Snow Leopard Day are so important so that we can raise awareness about the issue. Poaching is also a problem because it takes away resources for the snow leopard. The main prey species for the snow leopard are wild goat and sheep. However, these species are also threatened by unsustainable or illegal hunting in a lot of the parts of the snow leopard range. So, if there is a decline in their populations, there is also going to be a decline in the population of the snow leopard.

Snow leopards face a number of other threats that a lot of people don’t consider. For example, their mountain ecosystem could be destroyed because of large-scale developments, including mining. Climate change also poses a number of challenges as well. Temperatures are increasing in the mountains across Central Asia. This has an impact on the entire ecosystem; from water supplies to vegetation. It is certainly worrying times for snow leopards, and a good way to spend International Snow Leopard Day is by educating yourself fully on the issues these animals face.

How To Observe International Snow Leopard Day

There are a number of different ways that you can support International Snow Leopard Day. So, here are some suggestions…

Learn and explore – One of the best ways to observe International Snow Leopard Day is to learn about this incredible creature. Spend some time reading up on the snow leopard. Find out about where the animal lives, what threats they face, and what steps we can take in order to help safeguard the future of this incredible animal.

Get creative – Another way to show your support is to get creative. There are some activities online involving the snow leopard. You can find a fun activity sheet via the WWF website.

Order a WWF Explore Badge – Another way to show your support for International Snow Leopard Day is to order a WWF Badge. This is something else that you can get on the WWF website.

Adopt a snow leopard – You can also support snow leopards by adopting one. This helps the WWF to monitor snow leopard movements, by giving local communities the support needed to do this, as well as reducing human snow leopard conflicts.

Fundraise – You may also decide to host a fundraising event. This is a great way to raise awareness about the problems that snow leopards face while also accumulating donations that can go towards helping them. There are so many different ways that you can fundraise. You may decide to host a fundraising event, such as a cook-off, bake sale, or fun run. Another option is to make products that you can sell and then you could donate the proceeds or a percentage of them to helping snow leopards.

Source

[itcareerblogs]

Top 10 In- Demand Tech Jobs in 2025

Technology is growing faster than ever, and so is the need for skilled professionals in the field. From artificial intelligence to cloud computing, businesses are looking for experts who can keep up with the latest advancements. These tech jobs not only pay well but also offer great career growth and exciting challenges.

In this blog, we’ll look at the top 10 tech jobs that are in high demand today. Whether you’re starting your career or thinking of learning new skills, these jobs can help you plan a bright future in the tech world.

1. AI and Machine Learning Specialists

Artificial Intelligence (AI)  and Machine Learning are changing the game by helping machines learn and improve on their own without needing step-by-step instructions. They’re being used in many areas, like chatbots, spotting fraud, and predicting trends.

Key Skills: Python, TensorFlow, PyTorch, data analysis, deep learning, and natural language processing (NLP).

Industries Hiring: Healthcare, finance, retail, and manufacturing.

Career Tip: Keep up with AI and machine learning by working on projects and getting an AI certification. Joining AI hackathons helps you learn and meet others in the field.

2. Data Scientists

Data scientists work with large sets of data to find patterns, trends, and useful insights that help businesses make smart decisions. They play a key role in everything from personalized marketing to predicting health outcomes.

Key Skills: Data visualization, statistical analysis, R, Python, SQL, and data mining.

Industries Hiring: E-commerce, telecommunications, and pharmaceuticals.

Career Tip: Work with real-world data and build a strong portfolio to showcase your skills. Earning certifications in data science tools can help you stand out.

3. Cloud Computing Engineers: These professionals create and manage cloud systems that allow businesses to store data and run apps without needing physical servers, making operations more efficient.

Key Skills: AWS, Azure, Google Cloud Platform (GCP), DevOps, and containerization (Docker, Kubernetes).

Industries Hiring: IT services, startups, and enterprises undergoing digital transformation.

Career Tip: Get certified in cloud platforms like AWS (e.g., AWS Certified Solutions Architect).

4. Cybersecurity Experts

Cybersecurity professionals protect companies from data breaches, malware, and other online threats. As remote work grows, keeping digital information safe is more crucial than ever.

Key Skills: Ethical hacking, penetration testing, risk management, and cybersecurity tools.

Industries Hiring: Banking, IT, and government agencies.

Career Tip: Stay updated on new cybersecurity threats and trends. Certifications like CEH (Certified Ethical Hacker) or CISSP (Certified Information Systems Security Professional) can help you advance in your career.

5. Full-Stack Developers

Full-stack developers are skilled programmers who can work on both the front-end (what users see) and the back-end (server and database) of web applications.

Key Skills: JavaScript, React, Node.js, HTML/CSS, and APIs.

Industries Hiring: Tech startups, e-commerce, and digital media.

Career Tip: Create a strong GitHub profile with projects that highlight your full-stack skills. Learn popular frameworks like React Native to expand into mobile app development.

6. DevOps Engineers

DevOps engineers help make software faster and more reliable by connecting development and operations teams. They streamline the process for quicker deployments.

Key Skills: CI/CD pipelines, automation tools, scripting, and system administration.

Industries Hiring: SaaS companies, cloud service providers, and enterprise IT.

Career Tip: Earn key tools like Jenkins, Ansible, and Kubernetes, and develop scripting skills in languages like Bash or Python. Earning a DevOps certification is a plus and can enhance your expertise in the field.

7. Blockchain Developers

They build secure, transparent, and unchangeable systems. Blockchain is not just for cryptocurrencies; it’s also used in tracking supply chains, managing healthcare records, and even in voting systems.

Key Skills: Solidity, Ethereum, smart contracts, cryptography, and DApp development.

Industries Hiring: Fintech, logistics, and healthcare.

Career Tip: Create and share your own blockchain projects to show your skills. Joining blockchain communities can help you learn more and connect with others in the field.

8. Robotics Engineers

Robotics engineers design, build, and program robots to do tasks faster or safer than humans. Their work is especially important in industries like manufacturing and healthcare.

Key Skills: Programming (C++, Python), robotics process automation (RPA), and mechanical engineering.

Industries Hiring: Automotive, healthcare, and logistics.

Career Tip: Stay updated on new trends like self-driving cars and AI in robotics.

9. Internet of Things (IoT) Specialists

IoT specialists work on systems that connect devices to the internet, allowing them to communicate and be controlled easily. This is crucial for creating smart cities, homes, and industries.

Key Skills: Embedded systems, wireless communication protocols, data analytics, and IoT platforms.

Industries Hiring: Consumer electronics, automotive, and smart city projects.

Career Tip: Create IoT prototypes and learn to use platforms like AWS IoT or Microsoft Azure IoT. Stay updated on 5G technology and edge computing trends.

10. Product Managers

Product managers oversee the development of products, from idea to launch, making sure they are both technically possible and meet market demands. They connect technical teams with business stakeholders.

Key Skills: Agile methodologies, market research, UX design, and project management.

Industries Hiring: Software development, e-commerce, and SaaS companies.

Career Tip: Work on improving your communication and leadership skills. Getting certifications like PMP (Project Management Professional) or CSPO (Certified Scrum Product Owner) can help you advance.

Importance of Upskilling in the Tech Industry

Stay Up-to-Date: Technology changes fast, and learning new skills helps you keep up with the latest trends and tools.

Grow in Your Career: By learning new skills, you open doors to better job opportunities and promotions.

Earn a Higher Salary: The more skills you have, the more valuable you are to employers, which can lead to higher-paying jobs.

Feel More Confident: Learning new things makes you feel more prepared and ready to take on tougher tasks.

Adapt to Changes: Technology keeps evolving, and upskilling helps you stay flexible and ready for any new changes in the industry.

Top Companies Hiring for These Roles

Global Tech Giants: Google, Microsoft, Amazon, and IBM.

Startups: Fintech, health tech, and AI-based startups are often at the forefront of innovation.

Consulting Firms: Companies like Accenture, Deloitte, and PwC increasingly seek tech talent.

In conclusion,  the tech world is constantly changing, and staying updated is key to having a successful career. In 2025, jobs in fields like AI, cybersecurity, data science, and software development will be in high demand. By learning the right skills and keeping up with new trends, you can prepare yourself for these exciting roles. Whether you're just starting or looking to improve your skills, the tech industry offers many opportunities for growth and success.

[mariacallous]

Six weeks after Li Wenliang blew the whistle in Wuhan on an emerging infectious disease in early 2020, cities around the world locked down and turned into hotspots. From Rome to Tokyo to San Francisco and Los Angeles, COVID-19 ripped through the most populated areas of the world. By the end of that year, America’s cities—Detroit, Boston, and New Orleans among them—had death rates from the virus 20 percent higher than other regions of the country.

In New York, where I serve as health commissioner, almost 50,000 residents died, the majority in the first three months, denting New Yorkers’ life expectancy by nearly five years. It was the steepest drop in lifespan in the world that year.

Public health institutions and the field as a whole learned much from our successes and failures during the pandemic. The critical nature of healthcare supply chains; supporting our public health workforce, especially at the front lines; the essential process of community engagement for healthcare promotion, vaccination, and disease prevention; the importance of combatting misinformation and disinformation online and in person; the need to tear down our data silos so we can make faster, better decisions. The list goes on and on.

However, as new threats arise and old ones intensify, there is still much to learn. Cities—concrete jungles that experienced the worst of COVID-19, and in some ways, struggled the most with the public health response in the early days of the pandemic—may be our best teachers on how to keep our world safe and healthy.

That’s because the sentinel cases for brooding public health threats, whether infectious or not, are often in cities. Cities are the canaries in the public health coal mine, for everything from mental health and homelessness, climate change to forced migration, substance use to sex trafficking. The way these challenges play out across our cities should not only drive national policy, but also serve as an important corollary for how to respond in less dense, less diverse, more rural areas. Yet when we consider the multilateral institutions where decisions are made and policymaking happens, cities rarely have any role in governance.

The reasons for city-as-public-health-epicenter are simultaneously obvious and not so obvious. For one, urban densification has accounted for the majority of population growth, even as land mass occupied by cities is growing. Today, around 56 percent of the world’s population live in cities—a percentage that experts expect will grow to 70 percent, with population doubling, by 2050. There is also the historic boom in airplane travel both domestically and internationally, which means communicable diseases (like SARS, swine flu, and mpox) can leap across borders faster than ever, quickly overtaking cities’ health systems.

An example of this in New York City in 2022 was when an old virus, mpox (formerly known as monkeypox), began circulating in explosive new ways among men who have sex with men. NYC had become the national and global epicenter.

Despite facing critical shortages of vaccine, in June 2022 we began vaccinating men who had the highest risk of getting infected, well ahead of the anyone else in the nation, including the federal government. This critical intervention to curb the virus’s spread helped bend the curve of mpox within a few weeks, by early August. Not only did our response set the tone for the rest of the national mpox response, it also influenced the way in which many other global centers responded.

The same happened with tuberculosis (TB), another old microbe—and one that remains a leading infectious killer in the world. Between 2022 and 2023, the U.S. has seen a dramatic 14 percent year-on-year increase in tuberculosis cases nationwide. NYC is once again at the country’s frontlines, with a 28 percent increase over the same period. The drivers of TB’s resurgence are manifold, but one is the shifting pattern of migration worldwide due to climate change, war, and economic and political instability.

NYC health officials again leapt into action. We not only increased investment into our TB program in response, but since 2014 have pioneered new and effective ways to control the disease including award-winning “video directly observed therapy” where a health worker observes the patient taking their daily medications. This telehealth protocol has now become a part of TB control guidance recommended by the World Health Organization.

But while cities like New York are battling disease threats with drive and innovation, a lack of formal representation in multilateral institutions means that cities are more susceptible to security concerns, bioterrorism, and economic disruption. Cities are largely expected to navigate their response to global health crises in silos, without a clear and dedicated means to exchange ideas between them. Moreover, they typically do not have a meaningful say in how their national counterparts navigate domestic responses or global deliberations.

That was New York City’s early experience during the pandemic.

As COVID-19 tore through our five boroughs in the early weeks and months—from Sheepshead Bay and Jamaica to Battery Park, Harlem and Hunts Point—New York’s public health authorities produced their own messaging campaigns; partnered with private corporations and others to source materials and protective equipment for healthcare workers to care for those in need; stood up a free testing network, and later; designed their own vaccine distribution system and engaged deeply with communities to promote vaccine uptake. These responses were—especially early in the pandemic—developed in the absence of clear national and international guidance, or resources. And our experience in the start-up phase of the pandemic response was not unique, with cities from Los Angeles to Chicago to Boston to Miami facing similar challenges.

If we don’t formally involve cities in our national systems for disease surveillance and public health response, we lose out. Best practices disappear into the archives. Innovative strategies collect dust in the pages of textbooks and journals. How can cities effectively respond to burgeoning health threats when institutional memory fades, and when protocols developed at national scale lack the specificity or practicality to actualize in our alleys or on our sidewalks?

A better strategy may pull from the discipline of political science: specifically, a concept known as “inclusive multilateralism.” This concept, which refers to the participation of non-nation states in multilateral institutions and processes, narrows the gap between the high-level authorities handing down policy decisions and the communities on the ground who are expected to make them come to life. It has allowed for civil society, nongovernmental organizations, the private sector, and other stakeholders to have a formal role in the most critical multilateral governance structures in the world, from international security to climate change bodies. It also creates a critical set of checks and balances, ensuring that special interests or anti-democratic actors, influencing national governments and elected leaders, do not have outsized sway in international decision-making by having representation of sectors outside of national politics.

In health, for instance, the Global Fund to Fight AIDS, TB, and malaria, among others, have since inception had official civil society and private sector representation on its governing board and country coordinating bodies.

There is a growing appetite for cities to have such a formal leadership role, not only to share local experiences, best practices, innovations, and data, but also to build collaborations for emergencies. In remarks made during an event honoring the United Nations’ 75th Anniversary in 2020, Secretary General António Guterres specifically called out the need to draw on the “critical contributions” of cities and regional governments. Similarly, the 2017 Partnership for Healthy Cities launch stated that “city leaders are uniquely positioned to drive policies and programs to help transform public health. And a recent McKinsey report suggests sizable potential impact through a global focus on city-level work, not just for pandemic preparedness, but for overall health. They estimate that influenceable interventions at the city level could add more than 20 billion years of higher-quality life at a global level, while offering a critical opportunity to address health disparities and inequities, an important underlying driver of differential outcomes from pandemic disease, let alone chronic health challenges.

Following these leads, it is time national governments and multi-national organizations formalize the role of cities in global health governance and security. One proposal is that relevant multilateral institutions—such as the World Health Organization or World Bank—could establish seats for cities on their Executive Boards or Board Committees. These seats could even have city government representation from both donor and implementer countries. Additionally, each region could add representation for cities on their subcommittees or local oversight bodies, for example U.N. Country Offices or Country Coordinating Mechanisms.

Now, as the global health community gathers this week in Geneva for the World Health Assembly – the annual gathering of the official governing body of the WHO—there is an opportunity ripe for the inclusion of the local jurisdictions who will be at the forefront of the next pandemic. Negotiations on the Pandemic Accord, the global treaty intended to set international standards of preparedness, cooperation, and communication between nations in advance of the next global communicable disease threat, are set to conclude this week. It is essential that real-world lessons and insights from cities are incorporated into this document, to ensure well-meaning agreements translate to real-world action on the ground.

There are already glimmers of hope.

In the last two years, Tedros Ghebreyesus, director-general of the WHO, has invited New York City to attend the annual World Health Assembly, the official decision-making body for the WHO and the International Health Regulations. That inclusion has allowed us to share our hard-won experience with WHO and other officials, in regard to the forthcoming Pandemic accord, including our insights on building stockpiles of PPE, mobilizing the health workforce and managing health facility capacity, ramping up testing through public-private partnerships with commercial laboratories, building a rapid and locally-driven vaccination effort, and ensuring that equity and place-based work is incorporated at the start of a response, rather than in subsequent phases. And in return, we learned first-hand about many of the challenges faced by nations across the globe in pandemic response and disease surveillance, especially in light of a changing climate and critical health workforce shortages, and have incorporated learnings about the WHO’s data sharing capacities and early warning and advanced surveillance systems, into improving our own population health data system.

New York City’s presence at the World Health Assembly has also given us an opportunity to demonstrate our front-line expertise and innovation in mental health, urban preparedness, climate change adaption, data modernization, and emerging health issues related to the global migrant crisis, among other issues.

Designing formal mechanisms to include cities in deliberations of global scale will allow each of us to not only sound the alarm earlier, but also to better respond to emerging public health threats lurking in our streets and sewers. By ensuring that cities have a meaningful seat at the table in our global health governance models, we will be charting a better course for the world to respond to forthcoming crises.

[spacetimewithstuartgary]

Algorithm used on Mars rover helps scientists on Earth see data in a new way

A new algorithm tested on NASA's Perseverance Rover on Mars may lead to better forecasting of hurricanes, wildfires, and other extreme weather events that impact millions globally.

Georgia Tech Ph.D. student Austin P. Wright is first author of a paper that introduces Nested Fusion. The new algorithm improves scientists' ability to search for past signs of life on the Martian surface.

This innovation supports NASA's Mars 2020 mission. In addition, scientists from other fields working with large, overlapping datasets can use Nested Fusion's methods for their studies.

Wright presented Nested Fusion at the 2024 International Conference on Knowledge Discovery and Data Mining (KDD 2024) where it was a runner-up for the best paper award. The work is published in the journal Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

"Nested Fusion is really useful for researchers in many different domains, not just NASA scientists," said Wright. "The method visualizes complex datasets that can be difficult to get an overall view of during the initial exploratory stages of analysis."

Nested Fusion combines datasets with different resolutions to produce a single, high-resolution visual distribution. Using this method, NASA scientists can more easily analyze multiple datasets from various sources at the same time. This can lead to faster studies of Mars' surface composition to find clues of previous life.

The algorithm demonstrates how data science impacts traditional scientific fields like chemistry, biology, and geology.

Even further, Wright is developing Nested Fusion applications to model shifting climate patterns, plant and animal life, and other concepts in the earth sciences. The same method can combine overlapping datasets from satellite imagery, biomarkers, and climate data.

"Users have extended Nested Fusion and similar algorithms toward earth science contexts, which we have received very positive feedback," said Wright, who studies machine learning (ML) at Georgia Tech.

"Cross-correlational analysis takes a long time to do and is not done in the initial stages of research when patterns appear and form new hypotheses. Nested Fusion enables people to discover these patterns much earlier."

Wright is the data science and ML lead for PIXLISE, the software that NASA JPL scientists use to study data from the Mars Perseverance Rover.

Perseverance uses its Planetary Instrument for X-ray Lithochemistry (PIXL) to collect data on mineral composition of Mars' surface. PIXL's two main tools that accomplish this are its X-ray Fluorescence (XRF) Spectrometer and Multi-Context Camera (MCC).

When PIXL scans a target area, it creates two co-aligned datasets from the components. XRF collects a sample's fine-scale elemental composition. MCC produces images of a sample to gather visual and physical details like size and shape.

A single XRF spectrum corresponds to approximately 100 MCC imaging pixels for every scan point. Each tool's unique resolution makes mapping between overlapping data layers challenging. However, Wright and his collaborators designed Nested Fusion to overcome this hurdle.

In addition to progressing data science, Nested Fusion improves NASA scientists' workflow. Using the method, a single scientist can form an initial estimate of a sample's mineral composition in a matter of hours. Before Nested Fusion, the same task required days of collaboration between teams of experts on each different instrument.

"I think one of the biggest lessons I have taken from this work is that it is valuable to always ground my ML and data science problems in actual, concrete use cases of our collaborators," Wright said.

"I learn from collaborators what parts of data analysis are important to them and the challenges they face. By understanding these issues, we can discover new ways of formalizing and framing problems in data science."

Nested Fusion won runner-up for the best paper in the applied data science track. Hundreds of other papers were presented at the conference's research track, workshops, and tutorials.

Wright's mentors, Scott Davidoff and Polo Chau, co-authored the Nested Fusion paper. Davidoff is a principal research scientist at the NASA Jet Propulsion Laboratory. Chau is a professor at the Georgia Tech School of Computational Science and Engineering (CSE).

"I was extremely happy that this work was recognized with the best paper runner-up award," Wright said. "This kind of applied work can sometimes be hard to find the right academic home, so finding communities that appreciate this work is very encouraging."

[shadowmaat]

Artificial Incompetence

The conversations around "artificial intelligence" are getting a bit bonkers. Not that they're really conversations so much as screaming matches. And not that we're talking about true artificial intelligence so much as algorithm blending programs.

I don't like the recent fad of ABPs. It has a lot of the same earmarks and defenders as NFTs had, and boy howdy did that not work out well for folks. I don't think ABPs have been tied to the fake currency market, but their current implementation is still going to do more harm than good, in my opinion.

I'm not gonna say that writing or art should be "hard" or that people need to "struggle" in order to create things. I do, however, believe that they need to do the goddamn work themselves. Feeding prompts into a content generator doesn't make you a writer or artist. Well, scam artist, maybe. It's taking words/brush strokes from someone else and claiming credit for it. Even if you mention you used an ABP you still didn't create the art yourself, you just fed a program some prompts or the name of some artists you like and it spat out something you claimed as your own.

That's one of the big hangups I have with this fad: taking credit for someone else's work. Reaping all the perceived benefits (kudos, reblogs, etc) without actually doing anything to earn it.

If I give someone a prompt and they write a fic based on it, that story isn't mine. Sure, they might mention I gave them the prompt, but they were the one to write the actual story. Not me. My name doesn't go on the author line and I can't boast to others about the fic I wrote. Because I didn't.

I'm all for accessibility tools to help people complete tasks, and if ABPs were being widely used to help make creative efforts more accessible, I might have a different opinion. As it stands, however, the vast majority of people currently using ABPs aren't using them to help with their own creativity, they're using them as a substitute.

The arguments about data scraping and plagiarism are important, especially if we want to make sure that ABPs stop doing that, but from where I stand it still all boils down to people trying to loophole past responsibility and effort.

It gets worse when you switch gears from fic writing to essays and articles. At least in fiction stuff is supposed to be made up, so, all jokes aside, if some details are wrong it doesn't really matter.

When students start submitting essays to their teachers that they didn't write or sites try using an ABP to write articles, facts become a lot more important. And ABPs are infamous for making shit up whole cloth, even to the point of citing imaginary sources for their facts. That is, quite frankly, dangerous.

You think the past few years (decades, centuries) of misinformation have been bad? It can get a whole lot worse. These programs can seed in just enough "real" information to sell their bullshit as legitimate, and if even some experts have to double-check stuff to figure out what's false, where does that leave the rest of us? Especially all the ones who don't fact check at all before reblogging/believing something they read?

I think the future of artificial intelligence- real artificial intelligence- could be incredibly cool, and when the first AI submits a fic to AO3 I hope I'm around to read it. Right now, though, it's less about exploring potential and all about exploiting it.

[amparol12]

Mastering the Dig: Your Roadmap to the Top 10 Data Mining Courses

In the digital age, where data is a valuable currency, the field of data mining has emerged as a critical discipline for extracting meaningful insights from vast datasets. Whether you're a student looking to ace your data mining assignments or a professional seeking to enhance your skills, a solid education is paramount. In this blog, we'll guide you through the top 10 data mining courses, with a special emphasis on the exceptional resource – DatabaseHomeworkHelp.com – known for its expertise in providing help with data mining homework.

DatabaseHomeworkHelp.com: Your Expert Companion in Data Mining When it comes to mastering the intricacies of data mining, DatabaseHomeworkHelp.com takes the lead. This website specializes in offering comprehensive solutions for data mining assignments, ensuring that students grasp the concepts and techniques involved. With a team of experienced tutors, DatabaseHomeworkHelp.com is your go-to resource for personalized assistance and in-depth understanding of data mining principles.Why Choose DatabaseHomeworkHelp.com?

Expert Tutors: Benefit from the guidance of experienced tutors who have a deep understanding of data mining concepts and practical applications.

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Now, let's explore other noteworthy resources offering top-notch data mining courses to further enrich your learning experience.

"Data Mining Specialization" by University of Illinois (Coursera) This specialization covers the fundamentals of data mining, including techniques for pattern discovery, clustering, and predictive modeling. It is a comprehensive program suitable for beginners and intermediate learners.

"Practical Machine Learning for Computer Vision" by Stanford University (Coursera) Delve into the intersection of data mining and computer vision with this course. Stanford University's offering focuses on practical applications, making it an excellent choice for those interested in extracting insights from visual data.

"Data Science and Machine Learning Bootcamp with R and Python" by Udemy Led by industry experts, this Udemy bootcamp provides a broad overview of data science and machine learning, making it an ideal choice for individuals seeking a holistic understanding of these fields.

"Text Mining and Analytics" by University of Illinois (Coursera) Explore the world of text mining with this Coursera specialization. The course covers techniques for extracting valuable information from textual data, an essential skill in the data mining domain.

"Advanced Machine Learning Specialization" by National Research University Higher School of Economics (Coursera) This specialization delves into advanced machine learning concepts, providing a solid foundation for those interested in leveraging machine learning algorithms for data mining purposes.

"Data Mining and Analysis" by Columbia University (edX) Columbia University's edX course explores the principles of data mining and analysis, emphasizing real-world applications. It's suitable for learners seeking a practical approach to data mining.

"Introduction to Data Science" by Microsoft (edX) Offered by Microsoft on edX, this course introduces learners to the essentials of data science, including data mining techniques. It's a great starting point for beginners in the field.

"Mining Massive Datasets" by Stanford University (Coursera) For those looking to tackle large datasets, this Stanford University course covers the challenges and solutions associated with mining massive amounts of data, preparing learners for real-world scenarios.

"Data Mining and Machine Learning in Python" by Udemy This Udemy course focuses on data mining and machine learning using Python. With hands-on exercises, it's a practical resource for learners looking to apply data mining techniques using Python programming.

Conclusion: Embarking on a journey to master data mining requires access to high-quality resources and expert guidance. The top 10 data mining courses mentioned in this blog, with a special nod to DatabaseHomeworkHelp.com, cater to a variety of skill levels and interests. Whether you're a student seeking homework assistance or a professional looking to enhance your data mining skills, these courses provide a robust foundation for success in the dynamic field of data mining. Start your learning journey today and unlock the potential of data mining expertise.

[victoriajohnson2556]

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The Role of Data Analytics Consulting in Business Growth 

Professional data analysts guide corporate clients in modifying operations, attracting customers, and solving business problems. Therefore, they can assist brands in increasing operational efficiency for better profit margins and crafting exceptional growth strategies. At the same time, integrating new tech advancements like large language models (LLMs) empowers analytics consultants to process qualitative data for comprehensive insights. This post will elaborate on the crucial role of data analytics consulting in business growth and competitive resilience.  

What is Data Analytics? 

Data analytics employs computer-aided statistical models to discover reliable industry trends, competitor tactics, and consumer insights. Its input datasets comprise consumer purchase history, supply chain details, and regional market entry challenges. 

A consulting analyst might utilize proprietary and open-source programs to develop statistical models and flexible reports to deliver insights based on clients’ instructions. Therefore, experts in data analytics consulting services will find the best approach to cost reduction without losing data integrity. They might also help share the digital governance liabilities amid the rise of privacy and investor confidentiality regulations.  

Understanding the Role of Data Analytics Consulting in Business Growth 

1| Creating a Data Strategy to Accomplish Business Goals 

Relevant data is essential for responsible decision-making, clever milestone determination, and strategy innovation. Data analytics allows organizations to check how a data point relates to its long-term vision and performance. 

For instance, prioritizing tangible results helps make reports more impactful. Eliminating data points that do not align with business goals can help reduce resource consumption for storage and visualization. After all, streamlined computing is a prerequisite for operational efficiency. 

2| Forecasting Scenarios for Risk Assessment and Mitigation  

Data analysts interpolate data points to estimate the missing values in a database. Likewise, they leverage machine learning (ML) models to offer predictive analytics consulting services for revenue, risk, and industry projections. 

Related forecasting report creation programs require powerful computing hardware. Otherwise, enterprises use cloud platforms for scalability and expert-assisted tech maintenance. Letting a data analyst team oversee these developments will also enable brands to benefit from outsider perspectives during risk or resilience management. 

3| Making Reports More User-Friendly with Precise Performance Insights 

Complex and over-tabulated reports make employees spend more time performing standard tasks like sharing a record or comparing identical series. Data analytics consultants can revise reporting methods and presentation styles to boost the ease of navigation. They will guide your team in efficiently using recognized and emerging analytical tools. 

Consultants must also demonstrate command over performance metrics monitoring through straightforward, real-time updates. When they quickly capture anomalies, promptly tracing and rectifying inefficiencies becomes possible.  

3| Gathering Relevant Intelligence 

Data quality managers consider relevance to business objectives essential for responsible decision-making and preventing wasteful resource usage. Therefore, experienced data analytics firms refrain from employing data mining methods without adequate programming for relevance-based filtering. 

When you store irrelevant business intelligence (BI), you increase the risk of slowing data sorting and query-led quick retrieval. After all, your IT resources must scan vast datasets before providing the best output or insight. The related role of analytics consulting in business growth encompasses devising methods to restrict irrelevant BI processing. 

4| Finding Unique Customer Experience Insights 

Several consultants offer customer analytics comprising engagement metrics and customer experience (CX) enhancement ideas. They can also evaluate whether a customer will help increase brand awareness through word-of-mouth promotions. 

Companies can leverage heatmaps and website engagement metrics to ascertain user interactions and intents. For instance, many consumers prefer surfing the web and reviewing businesses’ online presence for informational and commercial intent. You want to customize landing pages to match the intent and design programs based on frequent usage for CX improvements. Telemetry and usage analytics specialists will help your designers test and optimize the required elements. 

5| Helping Manage Workers and Data Culture 

Human resource insights describing how employees contribute to organizational initiatives allow managers to reward the top performers. Simultaneously, they can determine which employees need further guidance on efficient workflows and team coordination. 

Examining employee performance through ML-assisted analytics necessitates secure data pipelines because employees’ personally identifiable information (PII) also attracts cyber threats. Consider identity theft attackers stealing and forging virtual IDs to hijack enterprise IT systems for corporate espionage. 

Therefore, you are better off collaborating with established human resource analysts and data culture veterans. They can facilitate comprehensive insights without hurting your company’s governance standards. 

6| Accelerating Innovation and Monitoring Patents 

A company’s intellectual property (IP) rights demonstrate its domain expertise and unlock additional revenue through licensing or sublicensing regimes. However, as markets mature, multiple brands will inevitably promise identical or commoditized offerings. This situation makes it harder to differentiate these brands based on standard specifications. 

Innovation engineering, a discipline inspired by the systems approach for hybrid tech tools, is essential to making your branded offerings attract investments and demand. At the same time, data analytics consulting is indispensable for uncovering innovation opportunities to ensure clients’ business growth. It reduces the time spent tracking registered patents and predicting legal conflicts in securing IP rights. 

The Methods in Data Analytics for Steady Business Growth 

Time series analysis describes a business’s past performance and forecasts future growth potential. Furthermore, you can apply it to market intelligence, competitor insights, and investor relations. 

Regression analysis establishes or investigates the relationship between dependent and independent variables to create statistical models. These models can later help explore specific predictions. 

Cluster analysis often groups data points based on similar attributes to streamline conditional sorting, visualization, prioritization, and multi-model methods. 

Meanwhile, factor analysis emphasized data reduction to highlight latent variables. These variables explain the underlying data structure, informing data leaders’ strategies for efficient modeling. 

Predictive and prescriptive analyses deliver scenario simulations. You want to define constraints related to favorable and unfavorable decision outcomes. Next, exploring the risk-reward aspects will help discard potentially harmful decisions or strategies. Prescriptive methods give risk mitigation ideas concerning internal and external threats. 

Conclusion 

Data-centric business growth depends on responsible data source selection, safe data storage, fast validation, and short time-to-insight (TTI). Accordingly, professional data analysts recognize these requirements, sharpening their skills and augmenting their toolkits to deliver smart insights and meet client expectations. 

A supply chain analytics expert will help reduce the delays between material acquisition, production, inventory replenishment, remote delivery, and final distribution. At the same time, a human resource analyst categorizes employees and suppliers based on their key performance indicators (KPIs). A financial analyst can provide practical cost reduction recommendations, and a risk analyst will devise resilience-ensuring mitigation strategies.  

As a result, leaders must identify what type of data analytics consulting role will let them accomplish business growth objectives for the given quarter. Do they want to solve a problem involving in-house operations or plan to enter a new market? Similar considerations will impact how you select analytics partners and tools. This process might overwhelm you, indicating a need for experts’ oversight from the beginning till the project completion.