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USA 1993
#USA1993#VILLA CRESPO SOFTWARE INC.#GAMBLING#SPORTS#IBM#AMARILLO SLIM'S DEALER'S CHOICE#DR. WONG'S VIDEO POKER#FOOTBALL#PRO FOOTBALL ANALYST
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we have a big grant report due at the end of the month. we usually get data submissions in by mid-month.
coworker is responsible for 1 out of the 10 outcomes we report on.
we had a huge delay getting this data from our partner because of a lapsed contract; it should've taken about a week or two and it took nearly 2 months.
i sent him the data on 2/21. i reminded him of when we'd need aggregated for the grant report.
i was out for a procedure part of last week, so i circled back to my boss today to ask if he had spoken with my coworker about the data needed for the grant because i hadn't received or heard anything, and wasn't sure if i was expected to do this analysis (i've never done it before).
i get a call from my coworker to clarify what is needed. i also discover that he already had vacation scheduled next week (during the month of a major grant report!!!).
he calls me two more times between 3-5pm, once in "panic mode" (his words), wanting clarification on more things, stressed presumably because he doesn't have much time to do this.
i am not able to offer a whole lot of support because like. you dropped the ball. again. sorry. sucks to suck i guess.
it's worth noting that at least one reason this panic is happening is because he has been working on a dashboard that my boss wants done for submission in the report as a supplemental (but also for internal and eventually external use). he's been working on it since at least january, maybe late december. we've reviewed this dashboard in our team multiple times, provided feedback, only to find during the next review that few of the basic changes had been made. this happened multiple times. we had a presentation of this dashboard scheduled early february and it's had to be moved back twice. not only that, but he has still been coming to me with questions regarding the dashboard that i've already answered at least once.
i'm on a team with 2 other people but it feels like 1.5 on a good day.
#when he was hired i thought we would have someone to lighten the load after another analyst left#lolnope#lex rambles#job posting#i'm so confused because he has a data science certificate and then doesn't know basic things#including in the software that he DOES know how to use to do other things
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Exploring Career and Job Opportunities in Davao City Philippines
Davao City, recognized as one of the Philippines' most progressive cities, continues to experience remarkable economic growth, creating a vibrant job market that attracts professionals from across the country. The city's diverse economy offers numerous employment opportunities, from entry-level positions to executive roles, making it an attractive destination for job seekers at all career stages.
The Business Process Outsourcing (BPO) sector stands as one of the largest employers in Davao City, providing thousands of jobs across various specializations. Companies in this sector actively recruit customer service representatives, technical support specialists, and quality assurance analysts, offering competitive salaries and comprehensive benefits packages. The industry's continued expansion has created numerous opportunities for career advancement, with many organizations promoting from within and providing extensive training programs.
Part-time employment opportunities have also flourished in Davao City, catering to students, professionals seeking additional income, and individuals preferring flexible work arrangements. The retail sector, food service industry, and education field offer numerous part-time positions with varying schedules and responsibilities. These roles often provide valuable work experience and can serve as stepping stones to full-time careers.
The Information Technology sector in Davao has seen significant growth, with many companies seeking software developers, web designers, and IT support specialists. This growth has been fueled by the city's improving technological infrastructure and the increasing number of tech-focused businesses establishing operations in the region. Tech professionals can find opportunities in both established companies and startups, with many positions offering competitive compensation and the possibility of remote work arrangements.
Davao's hospitality and tourism industry continues to expand, creating jobs in hotels, restaurants, travel agencies, and tour operations. The sector offers positions ranging from entry-level service roles to management positions, with many employers providing training and development opportunities. The industry's growth has also sparked demand for professionals in events management and tourism marketing.
The education sector presents numerous opportunities for both full-time and part-time employment. Educational institutions regularly seek teachers, tutors, and administrative staff. The rise of online learning has created additional opportunities for English language teachers and academic consultants who can work flexible hours from home or teaching centers.
Job hiring in Davao, the digital economy has opened new avenues for employment. E-commerce specialists, digital content creators, and social media managers are in high demand as businesses increasingly establish their online presence. These positions often offer the flexibility of remote work while providing competitive compensation packages.
Professional development resources are readily available in Davao City, with numerous institutions offering skills training programs and industry certifications. Job seekers can access career counseling services, resume writing assistance, and interview coaching through various employment support organizations. These resources prove invaluable in helping candidates prepare for and secure desired positions.
The financial services sector in Davao has also experienced substantial growth, creating opportunities for banking professionals, insurance specialists, and investment consultants. These positions typically offer attractive compensation packages, including performance bonuses and health benefits, making them highly sought after by experienced professionals.
Davao's agricultural sector continues to evolve, combining traditional farming with modern agribusiness practices. This has created opportunities for agricultural technologists, food processing specialists, and supply chain professionals. The sector offers both technical and management positions, with many companies providing specialized training and development programs.
For those entering Davao's job market, proper preparation is essential. Successful job seekers typically maintain updated resumes, prepare comprehensive portfolios, and stay informed about industry developments. Professional networking, both online and offline, plays a crucial role in discovering opportunities and advancing careers in the city.
The future of Davao's job market looks promising, with emerging industries creating new employment opportunities. The city's commitment to economic development, coupled with its strategic location and robust infrastructure, continues to attract businesses and investors, ensuring a steady stream of job opportunities for qualified candidates.
Whether seeking full-time employment or part-time job in Davao City offers a diverse range of opportunities across multiple industries. Success in this dynamic job market often comes to those who combine proper preparation with continuous skill development and effective networking. As the city continues to grow and evolve, its job market remains a beacon of opportunity for professionals seeking to build meaningful careers in Mindanao's premier business hub.
#Davao City#recognized as one of the Philippines' most progressive cities#continues to experience remarkable economic growth#creating a vibrant job market that attracts professionals from across the country. The city's diverse economy offers numerous employment op#from entry-level positions to executive roles#making it an attractive destination for job seekers at all career stages.#The Business Process Outsourcing (BPO) sector stands as one of the largest employers in Davao City#providing thousands of jobs across various specializations. Companies in this sector actively recruit customer service representatives#technical support specialists#and quality assurance analysts#offering competitive salaries and comprehensive benefits packages. The industry's continued expansion has created numerous opportunities fo#with many organizations promoting from within and providing extensive training programs.#Part-time employment opportunities have also flourished in Davao City#catering to students#professionals seeking additional income#and individuals preferring flexible work arrangements. The retail sector#food service industry#and education field offer numerous part-time positions with varying schedules and responsibilities. These roles often provide valuable work#The Information Technology sector in Davao has seen significant growth#with many companies seeking software developers#web designers#and IT support specialists. This growth has been fueled by the city's improving technological infrastructure and the increasing number of t#with many positions offering competitive compensation and the possibility of remote work arrangements.#Davao's hospitality and tourism industry continues to expand#creating jobs in hotels#restaurants#travel agencies#and tour operations. The sector offers positions ranging from entry-level service roles to management positions#with many employers providing training and development opportunities. The industry's growth has also sparked demand for professionals in ev#The education sector presents numerous opportunities for both full-time and part-time employment. Educational institutions regularly seek t
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Data Analysis: Turning Information into Insight
In nowadays’s digital age, statistics has come to be a vital asset for businesses, researchers, governments, and people alike. However, raw facts on its personal holds little value till it's far interpreted and understood. This is wherein records evaluation comes into play. Data analysis is the systematic manner of inspecting, cleansing, remodeling, and modeling facts with the objective of coming across beneficial information, drawing conclusions, and helping selection-making.
What Is Data Analysis In Research

What is Data Analysis?
At its middle, records analysis includes extracting meaningful insights from datasets. These datasets can variety from small and based spreadsheets to large and unstructured facts lakes. The primary aim is to make sense of data to reply questions, resolve issues, or become aware of traits and styles that are not without delay apparent.
Data evaluation is used in truely every enterprise—from healthcare and finance to marketing and education. It enables groups to make proof-based choices, improve operational efficiency, and advantage aggressive advantages.
Types of Data Analysis
There are several kinds of information evaluation, every serving a completely unique purpose:
1. Descriptive Analysis
Descriptive analysis answers the question: “What happened?” It summarizes raw facts into digestible codecs like averages, probabilities, or counts. For instance, a store might analyze last month’s sales to decide which merchandise achieved satisfactory.
2. Diagnostic Analysis
This form of evaluation explores the reasons behind beyond outcomes. It answers: “Why did it occur?” For example, if a agency sees a surprising drop in internet site visitors, diagnostic evaluation can assist pinpoint whether or not it changed into because of a technical problem, adjustments in search engine marketing rating, or competitor movements.
3. Predictive Analysis
Predictive analysis makes use of historical information to forecast destiny consequences. It solutions: “What is probable to occur?” This includes statistical models and system getting to know algorithms to pick out styles and expect destiny trends, such as customer churn or product demand.
4. Prescriptive Analysis
Prescriptive analysis provides recommendations primarily based on facts. It solutions: “What have to we do?” This is the maximum advanced type of analysis and often combines insights from predictive analysis with optimization and simulation techniques to manual selection-making.
The Data Analysis Process
The technique of information analysis commonly follows those steps:
1. Define the Objective
Before diving into statistics, it’s essential to without a doubt recognize the question or trouble at hand. A well-defined goal guides the entire analysis and ensures that efforts are aligned with the preferred outcome.
2. Collect Data
Data can come from numerous sources which includes databases, surveys, sensors, APIs, or social media. It’s important to make certain that the records is relevant, timely, and of sufficient high-quality.
3. Clean and Prepare Data
Raw information is regularly messy—it may comprise missing values, duplicates, inconsistencies, or mistakes. Data cleansing involves addressing these problems. Preparation may include formatting, normalization, or growing new variables.
Four. Analyze the Data
Tools like Excel, SQL, Python, R, or specialized software consisting of Tableau, Power BI, and SAS are typically used.
5. Interpret Results
Analysis isn't pretty much numbers; it’s about meaning. Interpreting effects involves drawing conclusions, explaining findings, and linking insights lower back to the authentic goal.
6. Communicate Findings
Insights have to be communicated effectively to stakeholders. Visualization tools including charts, graphs, dashboards, and reports play a vital position in telling the story behind the statistics.
7. Make Decisions and Take Action
The last aim of statistics analysis is to tell selections. Whether it’s optimizing a advertising marketing campaign, improving customer support, or refining a product, actionable insights flip data into real-global effects.
Tools and Technologies for Data Analysis
A big selection of gear is available for facts analysis, each suited to distinct tasks and talent levels:
Excel: Great for small datasets and short analysis. Offers capabilities, pivot tables, and charts.
Python: Powerful for complicated facts manipulation and modeling. Popular libraries consist of Pandas, NumPy, Matplotlib, and Scikit-learn.
R: A statistical programming language extensively used for statistical analysis and statistics visualization.
SQL: Essential for querying and handling information saved in relational databases.
Tableau & Power BI: User-friendly enterprise intelligence equipment that flip facts into interactive visualizations and dashboards.
Healthcare: Analyzing affected person statistics to enhance treatment plans, predict outbreaks, and control resources.
Finance: Detecting fraud, coping with threat, and guiding investment techniques.
Retail: Personalizing advertising campaigns, managing inventory, and optimizing pricing.
Sports: Enhancing performance through participant records and game analysis.
Public Policy: Informing choices on schooling, transportation, and financial improvement.
Challenges in Data Analysis
Data Quality: Incomplete, old, or incorrect information can lead to deceptive conclusions.
Data Privacy: Handling sensitive records requires strict adherence to privacy guidelines like GDPR.
Skill Gaps: There's a developing demand for skilled information analysts who can interpret complicated facts sets.
Integration: Combining facts from disparate resources may be technically hard.
Bias and Misinterpretation: Poorly designed analysis can introduce bias or lead to wrong assumptions.
The Future of Data Analysis
As facts keeps to grow exponentially, the sector of facts analysis is evolving rapidly. Emerging developments include:
Artificial Intelligence (AI) & Machine Learning: Automating evaluation and producing predictive fashions at scale.
Real-Time Analytics: Enabling decisions based totally on live data streams for faster reaction.
Data Democratization: Making records handy and understandable to everybody in an business enterprise
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Top 10 ERP software provider in India | shantitechnology
STERP (shantitechnology) is a leading ERP solution provider in Pune, delivering industry-focused ERP for manufacturing companies in Pune. As one of the top 10 ERP software providers in India, we specialize in streamlining operations with cutting-edge manufacturing ERP software in Pune. Trusted among the best ERP software providers in Pune, we empower businesses with seamless automation and efficiency.
Choose STERP – one of the most reliable ERP software companies in Pune for unmatched enterprise solutions!
#ERP for manufacturing company in Pune#Manufacturing ERP software in Pune#ERP solution providers in Pune#India#ERP software providers in Pune#Pune#Mumbai#Maharashtra#ERP software companies in Pune#Top 10 ERP software provider in India#ERP solution#ERP software#Cloud ERP#Business Solution#MSME#SME#business analyst#business analysis#ERP software provider
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not me going to digital tech sector job events and every company rep being like "you can scan our QR code to learn more" and me going "my phone can't do that" and taking a picture of their name instead to google them later like the tech-averse old man that I am
#(phone probably can do it I just refuse to figure out how)#apprenticeship search is going well why do you ask#they don't even have the urls under the QR codes anymore smh#I swear I know how to use a computer and do coding and stuff#I just dislike my phone connecting to the internet and paying with anything other than cash#I'm a normal 26 y/o looking for jobs in data and software stuff I swear#(oh yeah Idr if I posted on here but I'm gonna do a apprenticeship cause media industry can go fuck itself for the time being#I need job that will pay me money that I can rely on so we're becoming like a data analyst or an engineer or smth)
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just gonna start applying to jobs with like 100k salaries cus i cant take this no more
#data software engineer analyst?#no idea what tf that does and no i dont have a degree but i have a plucky spirit and bring the vibes#also i want ur money
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This is the bullshit about starting work again, I come home and continue with rubbish like planning plot processes and prioritisation matrixes and production programs and the like, instead of, you know, writing.
#managing the production vs actually “being the producer” brain#its such a different way of thinking I haven't worked out my 'snap brain into that different kind of creative mode again'#The reason I can be satisfied at my job is that I approach all that stuff *as* creative exercises; I create the clarity that does not exist#People blab for 30mins about problems and I doodle on a whiteboard and then they slow down and realise I've drawn their solution map#I *could* have been a consulting business analyst for the requirements definition stuff but detest the software/technologies rigidity part#What I really need is some 15 minute major physical/mental/formic break between work and home to switch brain modes#I do have a 20min powerwalk in there but then I have to do the kid/house so the endorphin benefit towards creative enterprise wears off
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Hidden Facts Regarding Data Analyst Courses in Pune
Do you intend to work as a data analyst? This is what isn't mentioned in course brochures. The demand for qualified data analysts is increasing beyond all domains as data becomes the new oil. If you've already begun considering a career in data analytics, you're headed in the right direction. However, it's crucial to realize that courses aren't as simple as they seem before enrolling in them.
A brochure may look ideal, but data analytics courses can occasionally convey a different reality, particularly in a competitive city like Pune. Thanks to international IT companies, up-and-coming startups, and innovation hubs, Pune has rapidly developed into one of India's most promising data and digital ecosystems. Although data analyst training has increased dramatically as a result of this quick rise, not all of it will adequately prepare you for the demands of the field.
The Importance of Selecting the Correct Data Analyst Course Your career can be made or broken by the course you take in an area that is evolving quickly, like data analytics. With hundreds of training facilities in Pune providing courses for data analysts, it's very simple to be influenced by eye-catching ads, quick claims, alluring discounts, and a lot of hype. But not every course is made equal. Instead than just teaching you how to use programs like Excel, SQL, or Python, the appropriate course helps you become a better problem-solver, develop your business acumen, and learn how to extract insights from data.
It makes you industry-ready, prepares you to handle possibilities and challenges in the real world, and opens doors to employment with prestigious businesses. In addition to providing you with out-of-date content, a poor course may leave you with a cursory understanding of data analytics and fail to assist you in obtaining employment. For this reason, choosing the appropriate data analyst education and spending the necessary time researching it are vitally important. It's not a "must do." For your future in the field, it's a "must do."
To know more visit: https://www.fusion-institute.com/secrets-nobody-tells-you-about-data-analyst-courses-in-pune
Are you ready to discover your potential as a data analyst?
Take your first steps and discover how data can be turned into your dreams at Fusion! 📞 Call 9890647273 or 7498992609
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#Business Analyst Tools#BA Toolbox#Requirements Gathering#Business Analysis Templates#Process Modeling#Workflow Documentation#Stakeholder Management#Digital Transformation Tools#Business Analyst Resources#BA Frameworks#GQAT Tech BA Solutions#Agile BA Tools#Business Process Optimization#Productivity Tools for BAs#BA Best Practices#Proven Excellence#GQAT Tech Success Stories#QA Case Studies#Quality Assurance Achievements#Software Testing Results#Client Satisfaction#QA Best Practices#Project Excellence#Business Impact QA#Software Testing Portfolio#GQAT Testimonials#QA Metrics & Reporting#Trusted QA Services#Real-world QA Results#Quality Assurance Leadership
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Miscommunication kills great projects — silently, but effectively.
When clients say “simple dashboard” and business analysts interpret it five different ways, chaos isn’t far behind. From vague requirements to jargon overload and shifting expectations, even the best teams can lose alignment fast.
In our latest blog post, we explore why miscommunication happens between clients and BAs — and more importantly, how to prevent it. Think: clear requirements, visual aids, real-time feedback loops, and building a culture of clarity from day one.
👉 If your project success depends on people truly understanding each other, this one’s for you.
#outsourcing#software development#web development#staff augmentation#custom software development#custom software solutions#it staff augmentation#it staffing company#it staff offshoring#custom software#business analyst#business analytics#business process management#project management system
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Data Visualization Developers vs. Data Analysts: Who Should You Hire for Your Project?

Data is merely numbers unless it’s understood and used as insights to yield fruitful results. In the present business context, visualizing complex information has become just as important as collecting it. As more and more tech companies are making data-driven decisions, one key question that often comes up is: should you hire data analysts or data visualization developers for your next project?
While both roles deal with data, their focus, skills, and value to your project are very different. An understanding of these differences can help you make the right hiring decisions. Let’s take a closer look at these.
Choosing the Right Expert to Turn Data Into Actionable Insights
What Data Visualization Developers Bring to the Table
When you hire data visualization developers you are bringing on professionals who specialize in transforming unprocessed datasets into interactive dashboards, reports, and visual narratives. They design and develop visual solutions that enable businesses to swiftly recognize patterns, trends, and opportunities using frameworks like D3.js, Tableau, Power BI, and JavaScript libraries.
A data visualization developer is the best option whether your project calls for creating a unique dashboard, interactive data apps, or graphic elements for a bigger platform. In order to create mobile-friendly data visualizations as part of their solution, many tech organizations who require strong front-end capabilities even pair this hire with an Indian react native developer.
Data visualization developers typically work on the following tasks:
Creating dynamic maps, graphs, and charts.
Including live updating systems and data APIs.
Making sure the visualizations are mobile-friendly and responsive.
Working together to improve the user experience with UX/UI teams.
When You Should Hire Data Analysts
Hire data analysts if you need someone to examine, clean, and understand data instead of creating visual aids. Finding trends, mining insights, and responding to business enquiries are the main goals of analysts. For data manipulation and report generation, they frequently utilize SQL, Excel, R, or Python.
When should you hire a data analyst?
You require performance summaries or monthly reports.
You're looking for hidden trends and correlations in the data.
Dashboards are not enough for your team; they also need actionable business insights.
The project doesn't need a lot of development effort because it is experimental.
When making strategic decisions based on operational indicators, client behaviour, or historical performance, a competent data analyst is crucial.
How About Hiring a Data Scientist?
If the project calls for sophisticated statistical techniques, machine learning models, or predictive analytics, you might want to hire data scientists. More in-depth than data analysts, data scientists frequently develop models that predict future events.
However, concentrating on data visualization talent is frequently the wiser course of action if your immediate objective is to display data to stakeholders, clients, or teams in an engaging, interactive manner.
Final Considerations for Tech Companies
A mix of jobs can even be needed for some projects. For example, you could engage data analysts to provide the clean, usable data, hire software developers to build the platform, and data visualization developers to provide the interactive parts.
Clarity regarding the project's scope, customer requirements, and data sources can help expanding IT organizations decide whether to put more emphasis on analytical or visualization skills first.
Final Thoughts
The objectives of your project will determine whether you should hire a data analyst or a data visualization developer. Hire data visualization developers if you require eye-catching, engaging, and useful visual representations of your data. If your primary concentration is on reporting and gaining insights, a data analyst will be more suitable.
In any case, hiring the proper specialist guarantees that your data is used to inform wise decisions and actual business expansion rather than being left useless.
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Your Premier Choice for Manufacturing ERP Solutions in Vadodara, Gujarat | shantitechnology
Discover the power of streamlined operations with STERP (ShantiTechnology), the leading provider of cutting-edge ERP software solutions for manufacturing companies in Gujarat. Unlock efficiency, enhance productivity, and maximize profitability with our comprehensive suite of ERP tools. Join a league of industry leaders who trust STERP to transform their businesses in Vadodara and beyond. From seamless inventory management to real-time analytics, STERP empowers you to stay ahead in today's competitive landscape. Experience unparalleled support and customization options that cater to your unique business needs.
Unlock your company's full potential with STERP today.
#Manufacturing ERP software in Gujarat#ERP software companies in Vadodara#ERP software providers in Vadodara#ERP for manufacturing company in Gujarat#ERP software in Vadodara#ERP software#ERP system#cloud ERP#ERP solutions#ERP software for engineering#business process#management software#business and management#business analytics#business analyst#ERP India#Business Solutions#SAP Business One#Supply Chain Management#Go-To-Market
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#edconnex#education#jobs#Infosys careers 2025#Infosys recruitment 2025#Infosys job openings 2025#Infosys jobs for freshers#Infosys hiring 2025#Infosys job vacancies#Apply for Infosys jobs 2025#Infosys recruitment process 2025#Software developer jobs Infosys 2025#Engineers jobs at Infosys 2025#Business analyst roles Infosys 2025#Infosys job application 2025#Infosys roles for graduates#Infosys hiring engineers 2025#Infosys career opportunities 2025
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Understanding the differences between Data Science vs Data Analysis vs Data Engineering is essential for making the right choices in building your data strategy. All three roles have varying benefits, and it is crucial to understand what strategy is needed and when to build your business.
#data engineer vs data scientist#data engineering vs data science#data analyst vs data engineer#data scientist vs data analyst#data analysis software#data engineering services
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