#custom project forecasting

[asestimationsconsultants]

Built for Complexity | How Industrial Estimating Service Handles Custom Manufacturing Projects

Introduction: The Complexity of Custom Manufacturing Projects Custom manufacturing projects are often among the most challenging in the industrial construction sector. Unlike standard builds, these projects involve unique designs, specialized materials, and processes that may not be readily available in off-the-shelf cost databases. Each project brings its own set of variables—often with tight schedules and high demands for precision. This is where industrial estimating services come into play, providing the expertise and tools needed to deliver accurate cost forecasts, no matter how complex the project.

Understanding the Challenges of Custom Manufacturing Custom manufacturing projects typically involve the construction of facilities or systems tailored to specific needs, such as custom machinery, production lines, or specialized storage systems. These projects don’t always fit neatly into predefined categories, which makes estimating their costs particularly tricky. The lack of readily available benchmarks for labor, materials, and equipment means estimators must dig deeper to gather accurate data, assess unique risks, and account for variability in the construction process.

The Role of Industrial Estimating Service in Custom Projects Industrial estimating services play a critical role in ensuring that custom manufacturing projects are properly scoped, budgeted, and executed. Estimators rely on a combination of historical data, industry expertise, and sophisticated estimating tools to account for the unique requirements of each project. They assess design drawings, review material specifications, and factor in the intricacies of the production process to arrive at cost estimates that reflect the project’s true scope and complexity.

Detailed Scope Analysis and Custom Material Costs Custom manufacturing projects often require specialized materials that may not have standard pricing available in cost databases. Estimators take the time to analyze material specifications, identify alternative options, and gather quotes from suppliers to ensure that the cost of materials is accurately reflected in the estimate. They may also assess the long-term costs of certain materials, such as maintenance requirements or supply chain challenges, to provide a more comprehensive financial outlook.

Handling Non-Standard Labor Requirements One of the most significant challenges in custom manufacturing projects is managing labor costs. These projects often require skilled labor or specialized subcontractors with expertise in custom processes or equipment. Industrial estimating services evaluate the labor market, assess wage rates for specific skill sets, and account for the potential need for overtime or specialized training. This ensures that the labor component of the estimate is both realistic and aligned with project requirements.

Accounting for Unique Equipment and Tools Custom projects frequently involve unique or specialized equipment, from advanced machinery to custom-designed tools and fixtures. Estimating these costs is far more complex than simply applying standard equipment rental rates. Estimators must account for the cost of acquiring, maintaining, or leasing such equipment, as well as any potential downtime associated with custom tools. In some cases, they may need to work with equipment manufacturers to determine accurate pricing or cost projections for these items.

Risk Assessment and Contingency Planning The nature of custom manufacturing projects often leads to unforeseen challenges—whether it’s unexpected site conditions, delays in material delivery, or the need for rework due to design changes. Industrial estimating services help mitigate these risks by incorporating contingency allowances into their estimates. They conduct a thorough risk assessment to identify potential challenges that could impact the project’s timeline and budget. By factoring in these uncertainties, they provide a more reliable financial forecast, which helps stakeholders make informed decisions about project feasibility and budgeting.

Timeline Sensitivity and Cost Efficiency In custom manufacturing projects, timelines are often tight, and any delays can significantly impact overall costs. Industrial estimating services evaluate the project schedule in relation to the scope and complexity of the work, considering factors like lead times for custom materials, labor availability, and equipment procurement. They incorporate these time-sensitive factors into their estimates, ensuring that the project is planned efficiently from a cost perspective. By optimizing the timeline and identifying opportunities to streamline construction, estimators help reduce costs and keep the project on track.

Integration of Technology for Enhanced Accuracy To handle the complexities of custom manufacturing projects, industrial estimating services increasingly rely on advanced technology. Software tools and Building Information Modeling (BIM) platforms allow estimators to visualize the project in greater detail, integrate different design elements, and identify potential cost-saving opportunities. These tools provide a more accurate picture of the project’s scope, helping estimators refine their forecasts and catch potential issues before construction begins. Additionally, digital tools can analyze historical project data to inform more accurate pricing for custom materials and processes.

The Importance of Communication Between Stakeholders A successful custom manufacturing project requires coordination between various stakeholders, including the design team, contractors, suppliers, and equipment manufacturers. Industrial estimating services ensure that all parties are aligned by providing clear, detailed cost breakdowns and communicating any uncertainties or risks associated with the estimate. This transparency helps prevent misunderstandings and ensures that all stakeholders have a clear understanding of the budget and timeline.

Providing Value Engineering Alternatives In custom manufacturing, budget constraints are common, and finding ways to reduce costs without compromising quality is crucial. Industrial estimating services often work closely with the design team to identify value engineering alternatives that can reduce costs. These might include suggesting alternative materials, adjusting the scope of certain features, or proposing changes to construction methods that maintain the integrity of the design while offering cost savings. This value-driven approach helps ensure that custom manufacturing projects are both financially viable and high-quality.

Conclusion: Precision and Flexibility for Custom Manufacturing Success Custom manufacturing projects present unique challenges, but industrial estimating services are equipped to handle the complexity. By leveraging specialized knowledge, advanced technology, and real-time data, estimators ensure that these projects are properly budgeted, efficiently executed, and financially viable. Whether it’s managing specialized materials, labor, equipment, or risk, industrial estimating services help turn custom manufacturing challenges into opportunities for success.

[yell0wsalt]

Fic: To Etch the Stars in Your Eyes

For @meljaymicrofics Day 11: Like a Star by Corinne Bailey Rae

Relationships: Jayce Talis/Mel Medarda

Rating: G

Summary: Dates, even in the early stages of a relationship, don't always go according to plan. When a downpour washes plans but unveils something more intimate

Meljay college AU feat. art student!Mel and engineering student!Jayce

word count: 1359

The weatherman lied. Oftimes Jayce complained they were of the few people who could consistently be incorrect about what the weather forecast would be and yet still keep their job over many years.

Mel understood the sentiment. In those instances, she would nudge Jayce by his side with a thin smile and try to rationalize the predictability, or lack thereof, in weather reporting.

However as they bolted from their car to The Last Drop, Mel was at her limit, inclined to side with Jayce tonight. Her hair was sopping wet and clothes clung to her sickeningly. Almost as disturbing as the sloshing of water she felt in her shoes in each step.

Really thought she stepped over that puddle far enough, but perception was askew in the torrential downpours, it seemed.

Tugging Jayce all the while to get out of the rain as fast as possible, the couple rushed through the front door and before Vander could as so much say a greeting to the chime, let alone comment on the state of their dress, Mel rushed out a “Hi– bye–” before taking the steps two at a time to her apartment upstairs.

Vander’s curious gaze followed them while absentmindedly drying off the glass cup he was cleaning at the time.

“Let me get another round, my good sir!”

“Ah- yeah. On it,” he confirmed to the customer before stealing one last look at Mel and the man she brought with her.

****

“Whew! I never thought we would have ever made it out of that mess alive. That was a disaster.” Finally back in her space, a small studio she rented out from Vander while she was attending University of Piltover, Mel rushed about closing the door behind them and tidying up any residual articles she wished to organize.

Meanwhile, Jayce remained by the entrance mat to Mel’s studio, as if almost afraid to move or make himself comfortable in her space.

Only when Mel realized he was completely stationary, did she pause her tornadoing in organization and check on him with bleeding concern.

“I’m sorry, Mel,” he mumbled sheepishly. Any higher and the threat of his voice cracking would be imminent.

“For what?”

“We were supposed to have a nice date night out and it completely washed. Literally and figuratively,” he muttered.

“It’s not like you control the weather,” Mel joked. Pressing her lips against his, she smiled into the kiss. “And I had a lovely time, make no mistake. The night is still young. We can still have the rest of the night to ourselves. Though–” Mel’s face pinched as if her nose caught onto an offensive odor. “Clean and dry clothes take priority. Okay?”

Jayce finally allowed himself to pull his shoulders from his ears and smile. “Okay.”

“Now do you want to use the shower first? Or shall I?”

“It’s your place, Mel. You go ahead.”

“And you’re my guest.”

Counterpoints darted back and forth as a childish debate until Mel eventually relented, pulling spare clean clothes for the both of them. Jayce took a seat on the couch with a towel laid out under him.

“Also pay no mind to Elora in case she comes out,” Mel called from the bathroom. “A bit, err, enthusiastic at times and certainly too smart for her own good.”

Jayce’s head twitched in curiosity. “Wait. Elora? Who–” At that point the question lingering on his tongue was drowned out by the running water in the room next door.

Drumming his fingers against his thighs, Jayce looked around with interest, taking in this being the first time he’s visited Mel’s studio. For an art student, and all the projects she had lined up, Jayce was almost surprised how neat and organized the layout was, especially for a tiny space. University residency was brutal in the heart of the city.

Themes of black, white and gold were consistent elements throughout her choice in decoration with a couple of plants on the shelves by the window. Jayce squinted in studying them afar then relaxed into a soft chuckle at the drawn conclusion they were fake.

Coming from the bathroom, Jayce picked up the soft hums of a melody unfamiliar to him. It was beautiful, soothing, and enticed him to lean back on the couch and get swept away by Mel’s song. Didn’t know she could sing. Right as he laid on the precipice of doing so, several chirps playing with Mel’s song startled him.

They weren’t coming from the bathroom. The chirps were much much closer. Perched on the opposite side of the couch, a small white and brown bird harmonized with Mel’s humming.

Elora, Jayce presumed.

The bird did their own thing, bopping their head and hopping along the couch playfully, eliciting laughter from Jayce.

And then– Jayce slowly began to understand the weight of Mel’s warning earlier when she spoke of Elora's enthusiasm.

The bird got bold.

Following a couple bounces in momentum, Elora launched herself from the couch, hopping around the multitude of shelves and furniture Mel had arranged in her studio.

Jayce hissed for Elora to come back to him. Stay contained in the bubble constructed only in his mind containing the couch the two were previously having fun on. Elora seemed skilled in the art of selective hearing, choosing to pay no mind to Jayce’s desperate calls for her, in that moment more attracted to the obstacle courses of art supplies.

With Mel still freshening herself up, Jayce grit his teeth taking the initiative to reel Elora in and make sure she didn’t get overzealous, potentially messing up any of Mel’s art assignments.

A 6’1” well-built man chasing after a nimble pet bird through a studio apartment was a scenario straight out of a sitcom as Jayce’s efforts were nothing short of a disaster. Several minutes attempting to reel Elora was a positively fruitless endeavor. She ultimately dove through the gap between his hands just to land back in her cage, seemingly tired of the perceived teasing.

Jayce caught his breath and hung his head only to bristle at the chaotic path of destruction he aided in creating. Swearing under his breath, Jayce rushed to right the tipped over paintings then the opened series of sketchbooks sprawled about.

One by one they were carefully stacked to a neat tower on the coffee table. Doing a final walkthrough of the former mess, Jayce stopped in his tracks catching a notebook partially slid under a folded easel. Releasing it from its trap, Jayce froze.

“Hey Jayce, bathroom’s free for you to– Oh,” muttering a swear. Shit.

“Mel?” Turning to his girlfriend, Jayce remained wide-eyed and slack jawed, torn between processing the woman before him or the contents of the sketchbook. “You… you sketched… me?”

Gnawing on her lower lip, taking careful steps toward Jayce, Mel smiled faintly. “From an outsider’s perspective, being an art student may look like fun and games. Messing with paints, designs, creative styles and other mediums. However, forcing art can often burn out as a shooting star crashing to earth.”

Once by Jayce’s side, she allowed him to flip the next several pages of her sketchbook. Covering the pages were different poses and candid expressions of Jayce running the gamut of joy, anger, sadness, and frustration. “But with you, it flows through as naturally as breathing.”

Setting the sketchbook aside, Jayce intertwined his fingers with hers. “You have a gift, Mel. These sketches… all of your art, really, is inspiring.”

Slowly, yet deliberately, Mel slipped one of her hands free from Jayce’s in favor of sliding it up his chest. Leaning in halfway, her breath hitched.

In that moment, Jayce moved in closer, sealing the gap between their lips.

When the seal broke, Jayce traced a mindless pattern along Mel’s cheek and jawline, settling to cradle her chin with his index finger and thumb.

“It is an honor and privilege to love and be loved by you, Mel Medarda.” Jayce placed one more caring kiss, dissolving the rest of the world and night around them away to oblivion.

Pulling back for a breath, Mel murmured by his lips, “I could say the very same.”

[airas-story]

Tony Stark Bingo — Masterlist

Tony Stark Bingo ended at the end of May and I managed to get a blackout! (PLUS two adoptables!) I'll definitely participate if it happens again next year, because it was super fun, but probably won't aim for a blackout. ...we'll see. But at least for THIS time... SUCCESS! List of stories beneath the cut!

If the relationship isn't specified, it is IronStrange. ...I'm sure this is entirely a surprise.

S1 - Image: Iron Man painting - Matched Pair

Summary: It was bad enough that there were people making art of him—and yes, the art was very flattering and so yes, just maybe, Stephen sort of liked it—but that didn't mean Tony needed to go around buying it!

T1 - Polyamory - Coin Flips, Casserole, and Conversation

Summary: An easy date night between Stephen, Christine, and Tony in their developing relationship.

-_-

“If you brought groceries I’m kicking you out,” Stephen told Tony as he opened the door to his apartment.

Tony held up his empty hands. “Grocery free,” he said. “Christine already threatened me."

Relationship: Christine Palmer/Tony Stark/Stephen Strange

A1 - AU: Flower Shop - Hidden Meanings and Secret Things

Summary: At no point in Stephen's life had he ever expected to be working in a flower shop. From neurosurgeon, to sorcerer, to... part-time florist?

And who thought it was a good idea to make him do customer service!?

R1 - Desert Island - The Reforging of Broken Things (sequel to Loops in the Chain)

Summary: Stephen has broken free of his bonds, has escaped the chains of time.

Now... now what he needs is time. Time to rest. Time to heal.

K1 - Afghanistan - Defiance of the Desert

Summary: Tony's one goal had been to get out of that cave. It had been his act of defiance.

The desert, however, is not so easy to defy.

No Relationship

S2 - My Best Suit - Well Suited

Summary: In the aftermath of Titan, Tony's dreams of his future shatter. Someone helps him build new ones.

OR

Five times Tony’s suit gets ruined, plus the one time he doesn’t need a suit at all.

T2 - Science and Magic - Date Night: Haunted House Edition

Summary: “You’re cleansing a haunted house,” Tony said. “And you’re not inviting me!?”

A2 - 1990s - Bingo Collab: To New Beginnings

Summary: Tony Stark plays piano in bars sometimes. It helps with the stress of his day job, though if he never has to play "Piano Man" again, it'll be too soon.

When a group requests Christmas songs on New Year's Eve, Tony makes unexpected new friend that maybe leads to something more.

Relationship: Tony Stark/James "Bucky" Barnes

R2 - Image: Tony and Obadiah - An Eye for the Forecast

Summary: Obadiah had always been good at taking opportunities when they presented themselves. Howard might not see the potential of molding Tony, but Obadiah had always had more of an eye for business and success than Howard had anyways.

Relationship: Tony Stark & Obadiah Stane

K2 - Painful Reminders - Donna's Pie

Summary: Sometimes healing looks strangely like making a viral TikTok video with the people you love.

S3 - AU: Wings - Bingo Collab: The Right Guy for the Job

Summary: Tony needs some help on a super-secret project and interviews someone who looks like a good prospect, despite his checkered past. That said, Tony knows a little something about second chances.

No Relationship

T3 - Robots - Up for the Challenge

Summary: “I’m charming,” Stephen said, keeping his voice light. “People can’t resist me. Apparently that includes U.”

Tony rolled his eyes, but a smile tugged at his lips. “I hope you mean her and not me,” he said. “Because the jury’s still out on my ability to resist you.”

Stephen hoped that by the end of today, that wouldn’t be in question any longer. “Of course I meant her,” Stephen said. “What do you take me for?”

A3 - Free Space - If You Love Me...

Summary: If you love someone, you fight for them. Right?

If you love someone, you let them go. Right?

Stephen loses his memories and refuses to bring them back, Tony loses Stephen and doesn't know how to bring him back. There is no manual for this.

Sometimes there are no right answers.

R3 - Didn't Know They Were Dating - Right In Front of You

Summary: Stephen approved of Tony trying to be normal. He really did. It's just... sometimes it came at the expense of Stephen's shopping trip.

K3 - James Rhodes/War Machine - Hold On

Summary: They were all wrong. Tony was out there. James and Tony both just had to hold on long enough. It was just a matter of time before James would find Tony. Except, time was something he was steadily running out of. His breath caught in his throat, choking him with fear he couldn’t escape.

General Forrest had made it clear that this was James’ final stretch. That the resources to find Tony would be redistributed to other needs.

Needs above that of just one man.

“Come on, Tony,” he whispered, the words hoarse as they forced their way past his lips. “I need that signal. We’re running out of time, here.”

Relationship: Tony Stark & James "Rhodey" Rhodes

S4 - IronStrange - 10 Reasons, If You Need Them

(yes, I laughed too, given almost ALL of these were IronStrange)

Summary: Despite what people think, Tony always has a reason for the things he does.

This time he's got several.

T4 - Playing Nice - Bingo Collab: September Round Robin

Summary: A strange pile of what looks like ashes has mysteriously appeared in Tony's suite -- leading to time travel, saving the world and an undeserved punch in the nose.

No Relationship

A4 - Time Loops - Loops in the Chain

Summary: Time had once been Stephen's friend. Time had stood with him as he fought Dormammu. Time had shown him the way when Thanos came.

Now, now Time was nothing more than the chain around his neck and the dark depths within which he drowned.

R4 - Infinity Stones - Future, Past, Present (and on into the future)

Summary: Because bringing everyone back had consequences no one could foresee.

This isn't a future worth keeping.

Relationship: Tony Stark/Stephen Strange/Wong

K4 - Peter Parker - Exes with a Past Tumblr Series

Summary: Stephen and Tony haven't seen each other in years... and then a certain spider accidentally instigates a reunion.

S5 - Screaming - Bingo Collab: No Pie for Justin Hammer

Summary: It's just a little get together over dinner to enjoy good food and good company... in Delaware. It was a 4-hour drive, but sooo worth it.

The real question though is whether or not they'll come back. They sure will if Tony has anything to say about it!

No Relationship

T5 - Image: Comic of Tony drinking while in Iron Man suit - Dying of the Light

Summary: Tony was dying. What better way to go out than with a bang? At least this way he could tell himself he was in control. That it was his choice the how, the when, the why.

Stephen understood. Technically. Conceptually.

But for himself, he just wanted one more night with the man he loved. He would always want just one more night.

A5 - Fake Relationship - Then Comes Grief

Summary: Stephen returns from a mission in another dimension, exhausted and confused. But at least he's coming home to his happily ever after... right?

R5 - Dares/Bets - Is That a Bet? series

Summary: There's a love affair in Stark Industries... Tony and Stephen make a bet.

(JARVIS is the one who collects.)

K5 - Image: Tony in a room with kittens - Bingo Collab: You've Gotta Be Kitten Me

Summary: When Tony Stark wakes up to one helluva headache and three kittens, he has no idea 1) where he is, 2) why he was sleeping on the floor or 3) where all these kittens came from.

No Relationship

Adopted 1 - Metallurgy - On the List of Things that Can't Be Done

Summary: “You can’t just throw a few metals into a forge and ‘poof’ you’ve got a relic," Wong said, irritated.

Tony and Stephen both sent him scathing looks. “Obviously,” Stephen said, tone derisive, an implication in his voice that Wong needed to stop underestimating them.

Wong wasn't underestimating them. He was estimating just about right. When this blew up in their faces, he was going to laugh.

Adopted 2 - Election Day - Bingo Collab: When Guardians and Asgardians Collide

Summary: Seldom in his life had Tony seen a more thoroughly-trashed post-party room. Then again, he supposed Loki had something to celebrate, which, apparently he was doing with sudden, random shapeshifting....

No Relationship

[darlingillustrations]

I feel like I should be panicking more. My rent is due in one week, my landlord isn't friendly, and I have no one to ask for help. And yet? I have an eerie sense of calm about it.

I know the calm that happens when you are not actually calm but panicking and your body is helping you survive. This isn't that kind of fake calm. I am sleeping at night. I'm not snaping at my kids. I am *at peace.*

(Read more for musings about the economy, my spiritual mindset in the midst of it all, and some Mary Oliver poetry.)

Five years ago? I would be panicking and staying up late working long hours and burning myself out. But now? These days I'm working full days, then stepping back and cooking meals or working on projects for my kids. It feels more stable this time. I feel like I've matured.

I got a report in my email yesterday which showed that retail sales in January plunged 0.8% from December, far worse than the consensus forecast for a decline of just 0.2%, and the largest monthly loss since March 2023. On the one hand, it made me feel better that it's not just me. On the other hand, it sucks that lots of other people are struggling, as well.

Still, I make the time to meditate every morning. Still, I pull out my poetry books and take my life advice from Mary Oliver. In the poem One or Two Things she wrote:

One or two things are all you need to travel over the blue pond, over the deep roughage of trees and through the stiff flowers of lightning--some deep memory of pleasure, some cutting knowledge of pain.

You don't need to have all the answers. You just need to put one step in front of the other.

Last year when I launched my wholesale business, I drummed up over 1000 leads. I'd pick a city and use google maps or yelp to search for gift shops, stationary stores, coffee shops... anywhere that I thought might want my work... and I took the time to write a personal note to each and every one of these businesses. This month I decided to check back in with them again, and so many of the businesses are now closed or their email addresses no longer work.

Having exhausted these leads, I sat at my computer yesterday with the knowledge that I needed to wait on people to get back to me, that the wholesale leads were out of my hands. And that I still did not have money to pay my landlord. Not once did I fear I would join the list of closed businesses. I did not despair.

Instead, I turned to my first joy. I went back to the sales history on my website and found my very first customers from back in 2016 when I launched my web shop. I emailed them, each of those first customers, sending personal emails. I did not ask them to buy anything. That wasn't what I needed. I asked how they were, what they have been up to, where their lives have taken them.

I was searching for that deep memory of pleasure, that cutting knowledge of pain. One or two things is all we need, after all.

And I got one email back.

This woman was the first person to ever buy an art print in my online shop--a honeybee boy painting--and it is still hanging in her stepson's room, nearly 8 years later. She shared pictures of her new baby, and I shared the pictures with my kids. This woman had sent me many emails over the years, asking for life advice or encouraging me on a hard day. She shared that she didn't realize her emails had made such an impact on me.

Funny how none of us truly sees how impactful we are to those around us. Funny how life keeps going on, whether we worry about it or not.

In One or Two Things, Mary Oliver also wrote:

For years and years I struggled just to love my life. And then the butterfly rose, weightless, in the wind. "Don't love your life too much," it said, and vanished into the world.

I want my character to be defined not by what I do when things are easy but by how I carry myself when things are hard. And I do believe things happen for a reason. Maybe the line between delusion and faith is very thin, but the universe has shown me time and again that it's had my back. I've been in worse scrapes and still came out ok.

If you've read this far and you want to help me get through the next week, you can buy something from my shop or support me on Patreon.

And if you've read this far but you are in a similar boat, don't fret. We will find our way through the fires. one. step. at. a. time.

[82mitsu]

{18Trip} <CHAPTER 001 SIDE-A: Sun will R1ze!> 001-A03 A sole rose

A translation of 18TRIP's CHAPTER 001 SIDE-A by 82mitsu. ENG proofreading by sasaranurude.

TL note:

In Japan, moth orchids are often chosen as a gift when celebrating the establishment of a new business, or for housewarming. 

Kaede: Uhm… the address on that business card I got should be around here… 

Kaede: …! There it is! “Flower Laundry”...

Kaede: (That nice guy who let me ride his bike a few days ago… Uh, Hachinoya Nagi-san? Wonder if he’s around?)

???: Hi there. Nice morning, isn’t it?

Kaede: …huh, eh! His bike’s on the floor… Wait, Nagi-san!?

Nagi: My darling motorcycle is hugging me so intensely…

Kaede: You’re being flattened like a pancake! Let me help…!

Nagi: Thanks, you bailed me out.

Kaede: Are you okay? Not hurting anywhere?

Nagi: I’m good. Saw a black cat too.

Kaede: A black cat…?

Nagi: It popped up out of nowhere and it caught my attention, so I lost my balance. The cat was cute so it's all oke.

Kaede: (W-what a strange guy… but somehow positive? Despite him being in a situation where he could have broken a bone if he got unlucky.)

Kaede: I dropped by to buy some flowers as a thank you for what you did the other day, but… This place really is a florist and a laundromat. 

Kaede: (This place has seen better days… Is it because of the decline of the special tourism ward? Could increasing the amount of tourists bring more customers to Nagi-san’s store, too?) 

Nagi: So it's flowers today. Laundry all good? Do you wanna wash it while you’re at it? And we can chat, if you don’t mind talking to a guy like me.

Nagi: Normally there’s someone better suited for talking round here, though.

Kaede: Ahaha… I’d like some flowers please.

Nagi: Oke.

Kaede: (He's really an indifferent guy…) 

Nagi: What flowers d'you want? For yourself? Or a present?

Kaede: Flowers for celebration. The company I’m employed at has been established, so for my workplace essentially…  

Nagi: … An employee buying flowers for his own company? Want these under a pseudonym?

Kaede: Eh… ah, no no! You see, the president is my childhood friend…! 

Kaede: It is for the company, but I mostly want to celebrate my childhood friend’s new journey… 

Nagi: Makes sense. Then an arrangement would probably be more fitting than your usual moth orchids. 

Nagi: We can go with the colors of the company, or your childhood friend’s favorite color. And you can also pick flowers based on meaning if that’s to your liking.

Nagi: Blue roses mean “dreams come true”, and muscari means “a bright future”. And since it’s for congratulating the establishment, it’d be better to make it luxurious. Though, if we’re thinking in terms of making it long-lasting…

Kaede: (...That’s surprising, seeing him thinking so earnestly about stuff relating to flowers. Looks like he really knows his stuff too.)

Kaede: (I thought it was weird how it's a florist and a laundromat, but… Nagi-san deeply values the work he does here.) 

Kaede: Um! Can you show me all kinds of different ones? I wanna pick the ones that are just perfect…!

Nagi: Of course. I’ll make it to your liking.

Nagi: So, thoughts? On the completed arrangement.

Kaede: It’s so pretty! Thank you so much!

Nagi: I’m glad. Alright, I’ll send these to your company first thing in the morning on Monday.

Kaede: Thank you very much! I’ll be waiting at the office.

Nagi: Ah… here, have this. A freebie. 

Nagi: Ngggh…..!

Kaede: (Eh, he’s kinda, like… projecting his thoughts onto it?)

Nagi: Take it. Since my flowers have a power that makes you happy.

Kaede: (Freebie, huh. Though, I appreciate it. Honestly, getting flowers does kinda make you feel good.)

Nagi: And… on your way home, watch out for rain.

Kaede: ? Rain wasn’t forecasted today, was it?

Nagi: There was a bit of a change in the clouds and pressure in the air. 

Kaede: Fufu. I hope Kafka will be happy with the flowers on Monday~

Kaede: Oh, even though I was headed towards the station, I ended up at our company instead… 

Kaede: (Anyway, this building reminds me of how I looked at HAMA’s scenery together with Kafka. To think he’d buy it and make it the company office.) 

Kaede: Kafka seriously goes above and beyond with what he does. Or maybe he's just bold…

Kaede: (Even back when he hired me, not a thought crossed my mind of this becoming our office. But… in a way, this building does mark the beginning of our work journey, so guess you could say I’m happy with it.)

Kaede: (He contacted me mentioning how he already got founding employees on board, too. Wondering what kind of people they are has my heart beating with excitement even now…) 

(Notification sound)

Kaede: PeChat… Ah, from Yuki-nii. 

Text message from Yukikaze 

<[Arrived at the airport now. Finally I get to see you. I can’t wait anymore.]

Kaede: (......That’s right, I’ll be able to see Yuki-nii soon.)

Kaede: Alright! Saw the office and got motivated, time to head home while…

Kaede: Hweh, what the, an evening shower!?

Kaede: Where can I take shelter from the rain… Under the roof, under the roof…!

Kaede: Even though it was sunny until earlier… My rose got soaked too.

Kaede: (Though, a wet rose is also pretty. Maybe it really does have the power of happiness. Roses are flowers of HAMA too, so just looking at it brightens up my mood.)

Kaede: (That person over there is completely drenched. They might end up catching a cold…)

Kaede: E-excuse me! This roof is wide enough here, won’t you come take shelter from the rain?

???: …

Kaede: Over here. Sorry, I'm going to touch your arm…

???: …Gh—

???: Leave me alone! I’m drenched because I want to be!

Kaede: …Huh. Y-you’re…

Kaede: (Nishizono Renga…? I met him at the airport…!)

Renga: …You’re— that annoying bastard who took the wrong bag…

Kaede: (Y-you were annoying to me, too, though!?)

Kaede: (Maybe it would’ve been better to leave him be~... Though, I already reached out to him…)

Renga: ….

Renga: …A rose.

Kaede: Eh…? Ah, this. It was given to me. It’s pretty… right….

Renga: …

Kaede: (...Why's he looking at the rose like he’s on the verge of tears?)

Kaede: (And why is he walking drenched through the rain like this…? And his clothes, are they for a funeral…?)

Kaede: Um… if you don’t mind, please take this rose.

Renga: ...Ngh, I d-don’t need it!

Kaede: But it seems that it has the power to make you happy. That’s why, uh, please!

Renga: …

Renga: …Is this some kind of tribute, or what? I don’t need it, but I’ll accept it.

Kaede: He ran away… He did take the rose, though.

Kaede: (Nishizono Renga-kun. One of the current active Ward Mayors of HAMA. If I’m working at HAMA Tours, does that mean I’ll also have to work with him?)

Kaede: (When I met him at the airport, and now too, our communication didn’t go well at all. Wonder if we’ll be able to make it go smoothly…)

<<previous chapter / next chapter>>

chapter 001 side A directory: TBA upon completion

[beardedmrbean]

Inflation eased to a four-year low in April as the nascent impact of President Donald Trump’s sweeping tariffs were offset by their cost-dampening effects in a slowing economy.

Overall consumer prices increased 2.3% from a year earlier, down from 2.4% rise the previous month, according to the Labor Department’s consumer price index, a measure of average changes in goods and services costs.

That’s the lowest annual increase since February 2021 but still leaves inflation moderately above the Federal Reserve’s 2% goal.

On a monthly basis, costs rose 0.2% after dipping 0.1% in March.

Prices for groceries, including eggs, used cars and airfares all fell sharply, while medical services and auto insurance and repairs continued to drift higher.

The report provides a snapshot of consumer prices just as Trump’s reciprocal tariffs were kicking in, capturing the economic uncertainty they spawned but only partly reflecting the projected jump in costs.

Further blurring the picture: the Trump administration announced a 90-day pause on the highest import fees for dozens of countries in early April and a similar truce with China on May 12 that allows the two sides to negotiate further.

Some forecasters hailed the reprieve, but others said the levies will still push inflation sharply higher within months.

"This may be the low point in 2025," Nationwide senior economist Ben Ayers wrote in a research note. "As tariff costs increasingly flow into consumer prices, we expect a jump in the CPI this summer."

What is core inflation?

Core inflation, which excludes volatile food and energy items and is watched closely by the Fed because it reflects more sustainable trends, increased 0.2% after inching up 0.1% in March. ,That kept the annual increase at 2.8%, the lowest in four years.

Do tariffs affect inflation?

Economists were split over whether the tariffs nudged inflation higher in April.

Barclays said it was too early for the fees to filter into prices.

Wells Fargo said “the reality of tariffs will likely have started to influence pricing decisions” but business’ efforts to avoid alienating customers along with confusion over Trump’s shifting policies likely meant just a modest uptick in costs.

Goldman Sachs anticipated some effects on items “particularly exposed” to duties on Chinese goods, such as clothing and cell phones.

There were some signs that tariffs have started driving up prices for Chinese-made products last month, according to Capital Economics and Pantheon Macroeconomics. The cost of audio equipment jumped 9%; photographic equipment, 2.2%; furniture, 1.5%; and computers and accessories, 0.7%.

Apparel prices, though, edged down 0.2%.

Used car prices declined 0.5% but their costs are expected to leap within a couple of months as a 25% tariff on imported cars boosts demand for used cars, economists say. Wholesale used car prices are already rising.

At the same time, tariffs have raised recession fears and heightened uncertainty. In March, such jitters softened consumer demand and lowered costs for items such as gasoline and travel services, said economist Ryan Sweet of Oxford Economics. A similar dynamic played out last month, with airline fares falling 2.8%, the third straight sharp decline, and hotel rates slipping 0.1% following a 3.5% drop the previous month.

What is the agreement between the U.S. and China?

Meanwhile, the United States said on May 12 it was reducing tariffs on Chinese imports to 30% from 145% while China lowered its duties on U.S. shipments to 10% from 125%, igniting a huge stock market rally.

Nationwide Chief Economist Kathy Bostjancic estimated the 30% fee on China and 10% charge on other countries would still drive inflation to 3.4% by year’s end, though that’s down from her prior 4% estimate. Manufacturers and retailers are expected to pass most of the fees to consumers through higher prices, sapping household buying power.

In a research note, economist Michael Reid of RBC Capital Markets said the average U.S. tariff rate is now 13%, down from 24% before May 12's news of the truce with China. But he added the deal “does little to help get inflation’s path back to 2% as a 13% effective tariff rate is still nearly 5 times higher than the 2.4% rate seen in 2024.”

How soon will the Fed lower interest rates?

A milder-than-expected inflation reading typically might prompt the Fed to consider reducing interest rates as soon as next month. But with a tariff-driven inflation spike still ahead, that's unlikely, economist Stephen Brown of Capital Economics said.

While the pause on duties for Chinese imports could soften the potential inflation surge, it also could mean a somewhat stronger economy that dodges recession, giving the Fed leeway to wait longer to gauge the effects of the fees.

Fed fund futures markets have pushed back their forecast for the Fed to resume its market-friendly interest rate cuts from July to September. Capital Economics believes the central bank will hold off on rate cuts until next year.

Are egg prices expected to go down?

Egg prices tumbled 12.7% after a flurry of increases tied to a long-standing bird flu outbreak. The crisis has eased recently, bringing down wholesale costs that were expected to push down retail prices. Egg costs are still up nearly 50% over the past year.

Grocery prices overall slid 0.4%, largely offsetting a 0.5% rise the previous month. Breakfast cereal fell 2.5%; rice, 2.3%; chicken, 0.3%; and bacon, 1%.

Other staples got a bit pricier, with bread rising 1.6% and fresh fish and seafood climbing 0.8%.

Dining out also continued to get more expensive. The cost of food away from home rose 0.4% for the third straight month and is up  about 4% the past year, with pandemic-related labor shortages and pay increases still pushing up restaurant bills.

Why are gasoline prices dropping now?

Gasoline prices dipped 0.1%, the third straight monthly decline, and are down 11.8% over the past year. Regular unleaded averaged $3.14 a gallon on May 12, down from $3.20 a month ago, according to AAA.

Oil prices have declined sharply this year on worries that the trade war will hobble the global economy, putting downward pressure on gas prices. Also, OPEC countries agreed to increase oil production starting in April.

Is rent going to keep increasing?

Rent rose a relatively modest 0.3% for the fourth month, keeping the annual increase at 4%, the smallest since January 2022. Lower rents for new leases are finally filtering into rates for existing tenants.

Housing costs have been the biggest inflation driver, making up 35% of overall price increases in April.

Other service costs crept higher. Car insurance rates increased 0.6%; auto repairs, 0.7%; and medical care, 0.5%.

[wholesalerollershades]

Conclusion

Buying blinds in bulk isn’t just about getting a lower unit price—it’s a strategic decision that can transform your operations, improve cash flow, and elevate your product offerings. From cost savings and consistent quality to streamlined logistics and enhanced customization, bulk purchasing provides a suite of advantages for retailers, contractors, and designers alike. By partnering with a reliable supplier, forecasting demand accurately, and implementing robust inventory practices, you can unlock the full potential of bulk blinds and stay one step ahead in a competitive market.

[dearestscript]

https://patreon.com/DearDearestBrands?utm_medium=unknown&utm_source=join_link&utm_campaign=creatorshare_creator&utm_content=copyLink

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[sstechsystemofficial]

Trusted outsource software development teams - SSTech System

Outsource software development is the practice of relinquishing software-related duties to outside singularities or organizations. Outsourcing is used by firms to acquire software services and products from outside firms that do not have direct employees or employees under contract to the business entity that is outsourcing.

Infect, the outsourcing market worldwide is projected to grow by 8.28% (2025-2029) resulting in a market volume of US$812.70bn in 2029. This model is highly versatile and suits businesses of all sizes.

Start-ups often use outsourcing to develop MVPs quickly, while established companies might seek custom software development services or AI outsourcing services to address complex challenges. Outsourcing can include working with offshore development teams, global software development partners, or local experts like Australian software development experts for specific projects.

The benefits of outsourcing software development

Outsourcing has become a cornerstone for modern businesses due to its numerous advantages. Here’s a closer look at the key benefits:

1. Cost efficiency

Perhaps the biggest incentive for sourcing solutions from outsourcing service providers is the cost cutting factor. For instance, offshore software development in India provides expertise services at comparatively lower cost than that of in-house developed services in Western countries. This efficiency enable the enactments of cost savings in some other strategic sectors of the organization.

2. Access to global talent

Outsourcing can help to discover the wealth of new talents as well as the skills of professionals from other countries. No matter Whether it’s AI and machine learning integration, web application development in Australia, or outsourced healthcare software development, businesses can find experts in virtually any domain.

3. Scalability and flexibility

Outsourcing offers flexibility that is unparalleled in many organizations today. This is because; firms are able to expand and contract particular teams depending on the specific demand in projects. For example, outsourced IT solutions help business organizations prepare for different conditions while not having to employ permanent workers.

4. Faster time-to-market

With reliable software development teams in Australia or offshore development teams in India, businesses can speed up their project timelines. This helps innovations to make it through to the market early enough, which is useful for companies.

5. Focus on core activities

By delegating tasks like software maintenance and support or cloud software development in Australia to outsourcing partners, businesses can focus on their core competencies and strategic goals.

6. Reduced risk

In-house staff and trained outsourcing partners come with best practices, methods and procedures which when implemented reduce the chances of project hitch. Working with the top-rated IT outsourcing companies in Australia gives you confidence that your project is in safe hands.

Choosing the right outsourced software development partner

In the period from 2023 to 2027, the revenue of software outsourcing is forecasted to thrive at a CAGR of 7.54%. So, outsourcing partner selection is one of the most vital components since it determines the success of a given venture. Here are essential factors to consider:

1. Technical expertise

Check the partner’s competency and his knowledge of the field.  For instance, SSTech System Outsourcing offers comprehensive solutions, from AI development services in India to mobile app development outsourcing in Australia.

2. Proven track record

Look for partners with a strong portfolio and positive client testimonials. A proven track record in delivering custom software development services or managing outsourcing software development contracts is a good indicator of reliability.

3. Effective communication

Effective and open communication is extremely important if the project is to be successful. Work with people who give frequent reports and employ efficient media to overcome the differences in time areas.

4. Cultural compatibility

There has to be a cultural match or at least appreciation for each other’s customs for there to be harmony in the working relationship. As such, staffed with proficient Australia software development experts or offshore development teams, whose experience is to work on global markets can coordinate and blend well with your work culture.

5. Security and compliance

You have to make sure that your partner complies with the standards and the policies that are in the industry. This is especially substantial for all information-sensitive projects such as outsourced healthcare software development or cloud software development in Australia.

6. Scalable infrastructure

Choose a partner capable of scaling their resources and infrastructure to meet your project’s evolving needs. This is crucial for long-term collaborations, especially with global software development partners.

AI-powered tools for outsourced development teams

According to a report from the US Bureau of Labor Statistics, software development ranks among the most sought-after professions. Hence, AI is at the forefront of reshaping the outsourcing industry. Therefore, the implementation of artificial intelligence will add value to business processes, make workflow easier, and boost the results of projects. Here are some examples:

1. Automated code reviews

Tools like DeepCode and SonarQube assist outsourced teams in detecting whether errors reside in the code line or not, and whether code needs to be enriched or not. This is particularly accurate concerning AI outsourcing and in-house development industries.

2. Predictive analytics

Automated analytics tools can predict such things as the time it will take to complete the project, how much money it will cost, and what risks are possible in a software development outsourcing scenario.

3. Smart project management

Tools and platforms such as Jira and Monday.com, when empowered with AI, allow the coordination of tasks and the tracking of progress and resource allocation.

4. AI collaboration tools

Communication and collaboration with internal members and offshore software development Australia partners get facilitated through applications that include, Slack, Microsoft Teams, and zoom with integrated AI functions.

5. Natural Language Processing (NLP)

AI-powered chatbots and virtual assistants simplify communication and issue resolution, making them valuable for managing outsourced IT solutions.

Best practices for managing outsourced development teams

Outsourced teams should be mandated and coordinated following a number of recommendations to ensure the efficiency of the entirety of the outsourcing process.

Here are the best practices to ensure your project’s success:

1. Set clear objectives

Make it clear to your project team, stakeholders, and other relevant parties what the parameters of the project are, what it is that you expect out of it, and what you expect to get from it in return. This fostaines consistency between your team and the outsourcing partner to increase efficiency in service delivery.

2. Choose the right tools

Use project tracking and collaboration software approaches to track and evaluate progress and meet regular informality and collaboration targets.

3. Foster a collaborative environment

It is worthy of note that constant communication is key to ensuring that your outsourcing team is on the same page with you. Fresh produce and feedback mechanisms need to be provided in order for there to be trust as is needed in project management.

4. Draft comprehensive contracts

There should be a comprehensive outsourcing software development contract. It should address issues to do with confidentiality, ownership of ideas and concepts, plea structure and mode of handling disputes.

5. Focus on long-term relationships

Building a long-term partnership with trusted providers like SSTech System Solutions can lead to consistent quality and better project outcomes.

Conclusion

To keep up with technology, outsourcing software development offers businesses solutions and support that can enable the creation of complex solutions out of mere ideas. Outsourcing has the benefits of minute overhead cost and is also a rich source of globally talented employees, and it offers the advantage of early time to market. Whether you’re looking for mobile app development outsourcing in Australia or seeking offshore software development in India or opting for AI outsourcing services, the potential is huge.

Such companies can only benefit from opting for reliable outsourcing companies such as SSTech System Outsourcing and embracing industry best practices to promote the success of business project implementations while enhancing market relevance. As technologies like AI and cloud computing are still changing the face of the outsourcing market, software development outsourcing will still be important for any company that wants to survive in a digital world.

Take the first step today—partner with global software development partners and unlock the full potential of your ideas with the power of outsourcing.

[aktechworld]

Role of AI and Automation in Modern CRM Software

Modern CRM systems are no longer just about storing contact information. Today, businesses expect their CRM to predict behavior, streamline communication, and drive efficiency — and that’s exactly what AI and automation bring to the table.

Here’s how AI and automation are transforming the CRM landscape:

1. Predictive Lead Scoring

Uses historical customer data to rank leads by conversion probability

Prioritizes outreach efforts based on buying signals

Reduces time spent on low-potential leads

Improves sales team performance and ROI

2. Smart Sales Forecasting

Analyzes trends, seasonality, and deal history to forecast revenue

Updates projections in real-time based on new data

Helps sales managers set realistic targets and resource plans

Supports dynamic pipeline adjustments

3. Automated Customer Support

AI-powered chatbots handle FAQs and common issues 24/7

Sentiment analysis flags negative interactions for human follow-up

Automated ticket routing ensures faster resolution

Reduces support workload and boosts satisfaction

4. Personalized Customer Journeys

Machine learning tailors emails, offers, and messages per user behavior

Automation triggers based on milestones or inactivity

Custom workflows guide users through onboarding, upgrades, or renewals

Improves customer engagement and retention

5. Data Cleanup and Enrichment

AI tools detect duplicate records and outdated info

Automatically update fields from verified external sources

Maintains a clean, high-quality CRM database

Supports better segmentation and targeting

6. Workflow Automation Across Departments

Automates repetitive tasks like task assignments, follow-ups, and alerts

Links CRM actions with ERP, HR, or ticketing systems

Keeps all teams aligned without manual intervention

Custom CRM solutions can integrate automation tailored to your exact process

7. Voice and Natural Language Processing (NLP)

Transcribes sales calls and highlights key insights

Enables voice-driven commands within CRM platforms

Extracts data from emails or chat for automatic entry

Enhances productivity for on-the-go users

[sonadukane]

How to Become a Data Scientist in 2025 (Roadmap for Absolute Beginners)

Want to become a data scientist in 2025 but don’t know where to start? You’re not alone. With job roles, tech stacks, and buzzwords changing rapidly, it’s easy to feel lost.

But here’s the good news: you don’t need a PhD or years of coding experience to get started. You just need the right roadmap.

Let’s break down the beginner-friendly path to becoming a data scientist in 2025.

✈️ Step 1: Get Comfortable with Python

Python is the most beginner-friendly programming language in data science.

What to learn:

Variables, loops, functions

Libraries like NumPy, Pandas, and Matplotlib

Why: It’s the backbone of everything you’ll do in data analysis and machine learning.

🔢 Step 2: Learn Basic Math & Stats

You don’t need to be a math genius. But you do need to understand:

Descriptive statistics

Probability

Linear algebra basics

Hypothesis testing

These concepts help you interpret data and build reliable models.

📊 Step 3: Master Data Handling

You’ll spend 70% of your time cleaning and preparing data.

Skills to focus on:

Working with CSV/Excel files

Cleaning missing data

Data transformation with Pandas

Visualizing data with Seaborn/Matplotlib

This is the “real work” most data scientists do daily.

🧬 Step 4: Learn Machine Learning (ML)

Once you’re solid with data handling, dive into ML.

Start with:

Supervised learning (Linear Regression, Decision Trees, KNN)

Unsupervised learning (Clustering)

Model evaluation metrics (accuracy, recall, precision)

Toolkits: Scikit-learn, XGBoost

🚀 Step 5: Work on Real Projects

Projects are what make your resume pop.

Try solving:

Customer churn

Sales forecasting

Sentiment analysis

Fraud detection

Pro tip: Document everything on GitHub and write blogs about your process.

✏️ Step 6: Learn SQL and Databases

Data lives in databases. Knowing how to query it with SQL is a must-have skill.

Focus on:

SELECT, JOIN, GROUP BY

Creating and updating tables

Writing nested queries

🌍 Step 7: Understand the Business Side

Data science isn’t just tech. You need to translate insights into decisions.

Learn to:

Tell stories with data (data storytelling)

Build dashboards with tools like Power BI or Tableau

Align your analysis with business goals

🎥 Want a Structured Way to Learn All This?

Instead of guessing what to learn next, check out Intellipaat’s full Data Science course on YouTube. It covers Python, ML, real projects, and everything you need to build job-ready skills.

https://www.youtube.com/watch?v=rxNDw68XcE4

🔄 Final Thoughts

Becoming a data scientist in 2025 is 100% possible — even for beginners. All you need is consistency, a good learning path, and a little curiosity.

Start simple. Build as you go. And let your projects speak louder than your resume.

Drop a comment if you’re starting your journey. And don’t forget to check out the free Intellipaat course to speed up your progress!

[diginawin]

Wealth Associates – Your Trusted Property Consultant

At Wealth Associates, we understand that real estate is not just about buying or selling properties—it’s about building a future, creating generational wealth, and achieving financial freedom. As a trusted and experienced property consultancy, we serve as a strategic partner to individuals, families, and businesses looking to navigate the complexities of the real estate market with confidence and clarity.

Who We Are

Wealth Associates is a premier property consultancy firm dedicated to providing professional, insightful, and result-oriented real estate advisory services. Our team is composed of seasoned experts in property acquisition, investment analysis, asset management, development planning, and market research. With years of combined industry experience, we bring a wealth of knowledge and a personal touch to every client interaction.

Our name reflects our core values—Wealth signifies the long-term value we help clients create, and Associates represents our commitment to relationships built on trust, transparency, and shared success.

What We Do

Whether you're looking to acquire your first home, expand your investment portfolio, or explore commercial real estate opportunities, Wealth Associates provides the tools, expertise, and market intelligence to help you achieve your goals. Our services include:

Property Advisory & Investment Planning We offer strategic investment advice backed by data analytics, risk assessment, and market trend forecasting to help clients make high-yield, future-ready decisions.

Residential & Commercial Sales and Leasing From premium residential homes to high-performing commercial spaces, we connect clients with the right property to meet both personal and business objectives.

Real Estate Portfolio Management We manage and optimize property portfolios to maximize returns, mitigate risks, and ensure long-term growth and sustainability.

Market Research & Feasibility Studies With in-depth research and feasibility assessments, we help developers and investors assess the viability of projects before committing capital.

Legal and Regulatory Support Real estate transactions come with legal intricacies. Our in-house experts and legal partners ensure all compliance matters are professionally handled, providing you with peace of mind.

After-Sales & End-to-End Client Support Our commitment doesn’t end at closing a deal. We continue to support clients with property management services, resale strategy, tenant sourcing, and more.

Why Choose Wealth Associates?

✅ Client-Centric Approach – We prioritize your interests, preferences, and financial goals above all. Every solution is custom-tailored to suit your unique situation.

✅ Market Expertise – With our pulse on the market, we offer real-time, actionable insights that help you stay ahead of the curve.

✅ Transparent Communication – Integrity and honesty are at the core of our service. You’ll always receive clear, upfront, and professional advice.

✅ 360° Services – We cover the full property lifecycle, making us your one-stop consultancy for everything real estate.

✅ Long-Term Relationships – We aim to be your lifetime property partner, not just a one-time consultant. Your success is our success.

Our Vision

To become the most trusted and respected property consultancy in the region, known for transforming real estate ambitions into tangible, lasting wealth.

Our Mission

To empower clients with expert property advice, innovative solutions, and unwavering support—helping them make smarter decisions, grow wealth, and secure their future through real estate.

[umarblog1]

Short-Term vs. Long-Term Data Analytics Course in Delhi: Which One to Choose?

In today’s digital world, data is everywhere. From small businesses to large organizations, everyone uses data to make better decisions. Data analytics helps in understanding and using this data effectively. If you are interested in learning data analytics, you might wonder whether to choose a short-term or a long-term course. Both options have their benefits, and your choice depends on your goals, time, and career plans.

At Uncodemy, we offer both short-term and long-term data analytics courses in Delhi. This article will help you understand the key differences between these courses and guide you to make the right choice.

What is Data Analytics?

Data analytics is the process of examining large sets of data to find patterns, insights, and trends. It involves collecting, cleaning, analyzing, and interpreting data. Companies use data analytics to improve their services, understand customer behavior, and increase efficiency.

There are four main types of data analytics:

Descriptive Analytics: Understanding what has happened in the past.

Diagnostic Analytics: Identifying why something happened.

Predictive Analytics: Forecasting future outcomes.

Prescriptive Analytics: Suggesting actions to achieve desired outcomes.

Short-Term Data Analytics Course

A short-term data analytics course is a fast-paced program designed to teach you essential skills quickly. These courses usually last from a few weeks to a few months.

Benefits of a Short-Term Data Analytics Course

Quick Learning: You can learn the basics of data analytics in a short time.

Cost-Effective: Short-term courses are usually more affordable.

Skill Upgrade: Ideal for professionals looking to add new skills without a long commitment.

Job-Ready: Get practical knowledge and start working in less time.

Who Should Choose a Short-Term Course?

Working Professionals: If you want to upskill without leaving your job.

Students: If you want to add data analytics to your resume quickly.

Career Switchers: If you want to explore data analytics before committing to a long-term course.

What You Will Learn in a Short-Term Course

Introduction to Data Analytics

Basic Tools (Excel, SQL, Python)

Data Visualization (Tableau, Power BI)

Basic Statistics and Data Interpretation

Hands-on Projects

Long-Term Data Analytics Course

A long-term data analytics course is a comprehensive program that provides in-depth knowledge. These courses usually last from six months to two years.

Benefits of a Long-Term Data Analytics Course

Deep Knowledge: Covers advanced topics and techniques in detail.

Better Job Opportunities: Preferred by employers for specialized roles.

Practical Experience: Includes internships and real-world projects.

Certifications: You may earn industry-recognized certifications.

Who Should Choose a Long-Term Course?

Beginners: If you want to start a career in data analytics from scratch.

Career Changers: If you want to switch to a data analytics career.

Serious Learners: If you want advanced knowledge and long-term career growth.

What You Will Learn in a Long-Term Course

Advanced Data Analytics Techniques

Machine Learning and AI

Big Data Tools (Hadoop, Spark)

Data Ethics and Governance

Capstone Projects and Internships

Key Differences Between Short-Term and Long-Term Courses

FeatureShort-Term CourseLong-Term CourseDurationWeeks to a few monthsSix months to two yearsDepth of KnowledgeBasic and Intermediate ConceptsAdvanced and Specialized ConceptsCostMore AffordableHigher InvestmentLearning StyleFast-PacedDetailed and ComprehensiveCareer ImpactQuick Entry-Level JobsBetter Career Growth and High-Level JobsCertificationBasic CertificateIndustry-Recognized CertificationsPractical ProjectsLimitedExtensive and Real-World Projects

How to Choose the Right Course for You

When deciding between a short-term and long-term data analytics course at Uncodemy, consider these factors:

Your Career Goals

If you want a quick job or basic knowledge, choose a short-term course.

If you want a long-term career in data analytics, choose a long-term course.

Time Commitment

Choose a short-term course if you have limited time.

Choose a long-term course if you can dedicate several months to learning.

Budget

Short-term courses are usually more affordable.

Long-term courses require a bigger investment but offer better returns.

Current Knowledge

If you already know some basics, a short-term course will enhance your skills.

If you are a beginner, a long-term course will provide a solid foundation.

Job Market

Short-term courses can help you get entry-level jobs quickly.

Long-term courses open doors to advanced and specialized roles.

Why Choose Uncodemy for Data Analytics Courses in Delhi?

At Uncodemy, we provide top-quality training in data analytics. Our courses are designed by industry experts to meet the latest market demands. Here’s why you should choose us:

Experienced Trainers: Learn from professionals with real-world experience.

Practical Learning: Hands-on projects and case studies.

Flexible Schedule: Choose classes that fit your timing.

Placement Assistance: We help you find the right job after course completion.

Certification: Receive a recognized certificate to boost your career.

Final Thoughts

Choosing between a short-term and long-term data analytics course depends on your goals, time, and budget. If you want quick skills and job readiness, a short-term course is ideal. If you seek in-depth knowledge and long-term career growth, a long-term course is the better choice.

At Uncodemy, we offer both options to meet your needs. Start your journey in data analytics today and open the door to exciting career opportunities. Visit our website or contact us to learn more about our Data Analytics course in delhi.

Your future in data analytics starts here with Uncodemy!

[justinspoliticalcorner]

David Zipper at Vox:

Despite a recent slowdown in US sales, global forecasts for electric vehicles remain bullish. Countries across North America, Europe, and Asia are expanding charger networks and offering EV subsidies; global EV sales are projected to nearly triple by 2030, reaching 40 million vehicles annually. The incipient wave of EV purchases raises a question: What will happen to the millions of gas-powered cars whose owners no longer want them? The likely answer: Rather than scrapping used gas vehicles or selling them domestically, rich nations will dispatch them to developing countries where limited incomes and low levels of car ownership have created eager buyers for even older, substandard models.

An influx of used gas cars would be a welcome development for those in the Global South who aspire to automobile ownership, a luxury that many in affluent countries take for granted. But it would undermine efforts to mitigate climate change, since shifting gas guzzlers from one country to another doesn’t lower global emissions. For developing countries themselves, a sharp increase in car ownership could amplify calls to build auto-reliant infrastructure, making it harder to construct the dense neighborhoods and transit networks that can foster more sustainable growth. And since these imported used cars would be fueled by gasoline, air quality would further decline in cities that are already choked with smog. The world is in an era of polycrisis, facing concurrent challenges including climate change, toxic air, and extreme inequality. Difficult trade-offs are often inevitable. Such is the case with the thorny issue of what to do with the millions of gas cars that the rich world will discard as its fleets are electrified. Electrification is a necessary goal. And it’s natural for people in the developing world to desire the same luxuries that characterize middle-class comfort in wealthier countries. The question is how to manage a transition with enormous stakes that has largely been ignored. The experts who do pay attention are growing alarmed.

[...]

How used cars move from rich nations to poor ones

Although it generates few headlines, a massive industry transports used cars across borders every day, with exporters collecting lower-quality models from dealers and wholesale auctions. Ayetor noted that colonial legacies are reflected in the trade flows: the UK, with its car cabins designed for drivers who keep to the left, tends to ship to former colonies like Kenya and Tanzania that still follow the same rules.

According to a report issued in June by the United Nations Environment Programme (UNEP), some 3.1 million used cars were exported in 2022, up from 2.4 million in 2015. Most come from Japan, Europe, and the United States. (In the US, around 7 percent of all cars no longer in use are sent abroad. The rest end up in junkyards where their parts and materiel are sold off.) About one in three exported used vehicles is destined for Africa, followed by Eastern Europe, Asia, the Middle East, and Latin America. Imported models often dominate local auto sales, since international carmakers send few new vehicles to the Global South and rarely establish production facilities there. (In sub-Saharan Africa, only South Africa has local factories.) The developing world’s demand for cars is robust, in large part because comparatively few people own one. According to one 2020 estimate, the US had 860 cars for every 1,000 residents, while South Africa had 176, Morocco 112, and Nigeria just 56. Meanwhile, growing populations provide a steady supply of new potential customers. Africa is home to all of the world’s 20 fastest-growing countries, with Angola, Democratic Republic of the Congo, Niger, and Uganda expanding their populations by at least 3 percent per year. (For comparison, the US population is growing at a 0.67 percent rate).

[...]

The world needs a plan to adapt

The risks of aged, polluting cars sent abroad will not be borne by the Global South alone. Climate change is a planetary phenomenon; driving a gas guzzler produces the same amount of emissions in Lusaka as it would in London or Los Angeles. Reducing greenhouse gasses requires reducing total vehicle emissions, not just shifting their location. In an ideal world, electrification would enable the rich world to scrap its most decrepit gas cars. Instead, wealthy nations are likely to ship them to poorer countries, which will be left to figure out what to do when even the most MacGyver-like mechanics cannot keep them running. “All of your worst vehicles end up here,” Ayetor said. “When we want to get rid of the vehicle, what do we do?” No wealthy nations currently screen exported vehicles to weed out those that flunk basic quality tests, Kopf said. But that may soon change. The European Union is now considering new regulations that would prohibit exporting “end of life” vehicles, requiring that cars shipped abroad obtain a certificate confirming their roadworthiness. Its adoption would be a “game-changer,” according to UNEP’s Akumu. (She and Kopf said they know of no comparable proposals under consideration in North America.)

With the increase of electric vehicles in the developed countries, used gas-fueled cars are headed to a developing country (aka the Global South) at increasing rates.

[wobblefox]

Top AI Tools Transforming Business in 2024

The Top AI Tools That Are Changing How We Do Business in 2024

AI Tools is no longer some sci-fi fantasy—it’s here, it’s real, and it’s changing everything about how we do business. In 2024, AI is a game-changer that smart businesses can’t afford to ignore. Whether it's about speeding up your day-to-day tasks, getting a better understanding of your customers, or staying ahead of the competition, AI is where it’s at. So, let’s break down the tools that are making waves this year.

Wanna know More About Digital Marketing

Why AI Matters More Than Ever for Businesses

AI is like having a superpower for your business—it takes data and turns it into insights, handles tasks automatically, and even gives each customer a personal touch without you lifting a finger. We’re in a time where data drives everything, and AI is the secret sauce that makes sense of it all. It’s what helps you make smarter decisions, faster, and that’s a huge win for any business looking to grow

Why AI is Essential for Modern Business

Simply put: AI makes things better. Faster responses to customers? Check. Instant insights into market trends? Done. Predicting when your equipment is about to break down? No problem. In 2024, companies of all sizes are turning to AI to keep up and stand out

The AI Tools You Should Know About in 2024

A. AI for Data Analysis: Power BI and Tableau

Data is everywhere, but making sense of it can be a headache. Thankfully, tools like Power BI and Tableau take the guesswork out of it.

B. AI for Customer Service: ChatGPT and Zendesk AI

AI is reshaping customer service, making sure your clients get what they need when they need it.

C. Marketing Tools: HubSpot and Persado

Marketing is all about making a connection, and AI tools like HubSpot and Persado are all about making those connections count.

D. Sales Automation: Salesforce Einstein and Drift

For sales teams, AI tools are like having an extra set of hands (or several!) to take care of the heavy lifting.

E. Content Creation Made Easy: Jasper AI and Grammarly Business

Keeping up with content demands can feel like a full-time job, but AI tools are here to help you get ahead.

F. Smarter HR Tools: Workday AI and Pymetrics

HR can be a challenge, but AI tools are taking a lot of the stress out of hiring and employee management.

G. Finance Tools: IBM Watson and Xero AI

In finance, AI is making everything from accounting to forecasting easier.

H. Keeping Equipment Running: GE Predix and Uptake

In industries that rely on equipment, AI tools are the unsung heroes preventing breakdowns before they happen.

I. Staying Safe Online: Darktrace and Cylance

Cybersecurity threats aren’t going away, so AI tools like Darktrace and Cylance are stepping up to protect your business.

How AI is Boosting Business Efficiency and Driving Innovation

AI tools are helping companies work smarter, not harder. By handling the repetitive stuff, AI frees up your team to think bigger and focus on projects that really make a difference. It’s not just about cutting costs; it’s about giving your busi

The Best AI Has to Offer

Scalability: Grow faster without losing quality or breaking the bank.

Smarter Decisions: AI turns raw data into insights that help you make choices with confidence.

Better Customer Interactions: Personalized service that feels truly personal.

Cost Savings: No more wasting time on boring, repetitive tasks.

Productivity Boost: Your team can spend time on strategy instead of busywork.

The Challenges of Adopting AI in 2024

Of course, AI isn’t a magic wand. It comes with its own set of hurdles—like finding the right talent, protecting privacy, and getting the tech to play nice with what you already have. But if you tackle these challenges head-on, the rewards are worth it.

Bridging the Skills Gap

AI expertise is in demand, and training your team or bringing in specialists can make all the difference.

Keeping Data Safe

Data is the fuel that powers AI, so keeping it secure and compliant with regulations is a top priority.

What’s Next for AI in Business?

AI isn’t slowing down. In the coming years, we’ll see more focus on ethical AI, advancements in autonomous tech, and hyper-personalization in every industry.

Ethical AI

AI is getting fairer and more transparent, with companies pushing to remove biases and increase accountability.

Autonomous AI

From self-driving cars to smart warehouses, autonomous AI is about to change how we move, ship, and manufacture.

Super-Personalized Experiences

AI will get better at understanding what customers want before they even know they want it.

Final Thoughts: Make AI Work for You

In 2024, AI is a no-brainer. It’s time to embrace it, use it to streamline your processes, and start delivering experiences your customers will love. AI is here to make your business smarter, faster, and more adaptable—and if you’re ready to lean in, the future looks bright.

[asestimationsconsultants]

The Estimating Service Advantage | Why AS Estimation & Consultants Stand Out

In today’s fast-paced construction environment, precision and reliability are essential—especially when it comes to cost estimation. That’s where AS Estimation & Consultants excels. With a deep understanding of diverse construction sectors, from residential to industrial projects, the company has built a reputation for delivering dependable estimating service that clients can trust.

What sets AS Estimation & Consultants apart is their meticulous attention to detail, combined with advanced estimating software and real-world industry experience. They don’t just crunch numbers—they understand how each element of a project affects the final cost. This results in estimates that are not only accurate but also practical and aligned with project goals.

Moreover, AS Estimation & Consultants tailors their estimating service to each client’s needs. Whether you’re a builder bidding on a contract or a homeowner planning a renovation, they provide clear, itemized reports that support informed decision-making and better budget control.

If you’re looking for more than just numbers—if you want clarity, confidence, and a competitive edge—AS Estimation & Consultants is the partner you need. Their estimating service doesn’t just support your project; it strengthens your success from day one.

AS Estimation and Consultants

6/32 LAW VIC 3020, AUS

(61) 488874145

https://asestimation.com/