• Category
  • >Statistics

An Overview of Descriptive Analysis

  • Ayush Singh Rawat
  • Mar 31, 2021
An Overview of Descriptive Analysis title banner

Nowadays, Big Data and Data Science have become high volume keywords. They tend to become extensively researched and this makes this data to be processed and studied with scrutiny. One of the techniques to analyse this data is Descriptive Analysis.

 

This data needs to be analysed to provide great insights and influential trends that allows the next batch of content to be made in accordance to the general population’s liking or dis-liking.

 

 

Introduction

 

The conversion of raw data into a form that will make it easy to understand & interpret, ie., rearranging, ordering, and manipulating data to provide insightful information about the provided data.

 

Descriptive Analysis is the type of analysis of data that helps describe, show or summarize data points in a constructive way such that patterns might emerge that fulfill every condition of the data.

 

It is one of the most important steps for conducting statistical data analysis. It gives you a conclusion of the distribution of your data, helps you detect typos and outliers, and enables you to identify similarities among variables, thus making you ready for conducting further statistical analyses.   

 

 

Techniques for Descriptive Analysis

 

Data aggregation and data mining are two techniques used in descriptive analysis to churn out historical data. In Data aggregation, data is first collected and then sorted in order to make the datasets more manageable.

 

  1. Descriptive techniques often include constructing tables of quantiles and means, methods of dispersion such as variance or standard deviation, and cross-tabulations or "crosstabs" that can be used to carry out many disparate hypotheses. These hypotheses often highlight differences among subgroups.

 

  1. Measures like segregation, discrimination, and inequality are studied using specialised descriptive techniques. Discrimination is measured with the help of audit studies or decomposition methods. More segregation on the basis of type or inequality of outcomes need not be wholly good or bad in itself, but it is often considered a marker of unjust social processes; accurate measurement of the different steps across space and time is a prerequisite to understanding these processes.

 

  1. A table of means by subgroup is used to show important differences across subgroups, which mostly results in inference and conclusions being made. When we notice a gap in earnings, for example, we naturally tend to extrapolate reasons for those patterns complying. 

 

But this also enters the province of measuring impacts which requires the use of different techniques. Often, random variation causes difference in means, and statistical inference is required to determine whether observed differences could happen merely due to chance.

 

  1. A crosstab or two-way tabulation is supposed to show the proportions of components with unique values for each of two variables available, or cell proportions. For example, we might tabulate the proportion of the population that has a high school degree and also receives food or cash assistance, meaning a crosstab of education versus receipt of assistance is supposed to be made. 

 

Then we might also want to examine row proportions, or the fractions in each education group who receive food or cash assistance, perhaps seeing assistance levels dip extraordinarily at higher education levels.

 

Column proportions can also be examined, for the fraction of population with different levels of education, but this is the opposite from any causal effects. We might come across a surprisingly high number or proportion of recipients with a college education, but this might be a result of larger numbers of people being college graduates than people who have less than a high school degree.

 

(Must check: 4 Types of Data in Statistics)

 

 

Types of Descriptive Analysis

 

Descriptive analysis can be categorized into four types which are measures of frequency, central tendency, dispersion or variation, and position. These methods are optimal for a single variable at a time.

the photo represents the different types of Descriptive analysis techniques, namely; Measures of frequency, measures of central tendency, measures of dispersion, measures of position, contingency tables and scatter plots.

Different types of Descriptive Analysis

  1. Measures of Frequency

 

In descriptive analysis, it’s essential to know how frequently a certain event or response is likely to occur. This is the prime purpose of measures of frequency to make like a count or percent. 

 

For example, consider a survey where 500 participants are asked about their favourite IPL team. A list of 500 responses would be difficult to consume and accommodate, but the data can be made much more accessible by measuring how many times a certain IPL team was selected.

 

 

  1. Measures of Central Tendency

 

In descriptive analysis, it’s also important to find out the Central (or average) Tendency or response. Central tendency is measured with the use of three averages — mean, median, and mode. As an example, consider a survey in which the weight of 1,000 people is measured. In this case, the mean average would be an excellent descriptive metric to measure mid-values.

 

 

  1. Measures of Dispersion

 

Sometimes, it is important to know how data is divided across a range. To elaborate this, consider the average weight in a sample of two people. If both individuals are 60 kilos, the average weight will be 60 kg. However, if one individual is 50 kg and the other is 70 kg, the average weight is still 60 kg. Measures of dispersion like range or standard deviation can be employed to measure this kind of distribution.

 

  1. Measures of Position

 

Descriptive analysis also involves identifying the position of a single value or its response in relation to others. Measures like percentiles and quartiles become very useful in this area of expertise.

 

Apart from it, if you’ve collected data on multiple variables, you can use the Bivariate or Multivariate descriptive statistics to study whether there are relationships between them.

 

In bivariate analysis, you simultaneously study the frequency and variability of two different variables to see if they seem to have a pattern and vary together. You can also test and compare the central tendency of the two variables before carrying out further types of statistical analysis.

 

Multivariate analysis is the same as bivariate analysis but it is carried out for more than two variables. Following 2 methods are for bivariate analysis.

 

  1. Contingency table

 

In a contingency table, each cell represents the combination of the two variables. Naturally, an independent variable (e.g., gender) is listed along the vertical axis and a dependent one is tallied along the horizontal axis (e.g., activities). You need to read “across” the table to witness how the two variables i.e. independent and dependent variables relate to each other.

 

Group

0–4

5–8

9–12

13–16

17+

Men

33

68

37

23

22

Women

36

48

44

83

25

A table showing a tally of different gender with number of activities

  1. Scatter plots

 

A scatter plot is a chart that enables you to see the relationship between two or three different variables. It’s a visual rendition of the strength of a relationship.

 

In a scatter plot, you are supposed to plot one variable along the x-axis and another one along the y-axis. Each data point is denoted by a point in the chart.

the photo is a scatter plot representation for the different hours of sleep a person needs to acquire by the different age in his lifespan

The scatter plot shows the hours of sleep needed per day by age,Source

(Recommend Blog: Introduction to Bayesian Statistics)

 

 

Advantages of Descriptive Analysis

 

  • High degree of objectivity and neutrality of the researchers are one of the main advantages of Descriptive Analysis. The reason why researchers need to be extra vigilant is because descriptive analysis shows different characteristics of the data extracted and if the data doesn’t match with the trends then it will lead to major dumping of data.

 

  • Descriptive analysis is considered to be more vast than other quantitative methods and provide a broader picture of an event or phenomenon. It can use any number of variables or even a single number of variables to conduct a descriptive research. 

 

  • This type of analysis is considered as a better method for collecting information that describes relationships as natural and exhibits the world as it exists. This reason makes this analysis very real and close to humanity as all the trends are made after research about the real-life behaviour of the data.

 

  • It is considered useful for identifying variables and new hypotheses which can be further analyzed through experimental and inferential studies. It is considered useful because the margin for error is very less as we are taking the trends straight from the data properties.

 

  • This type of study gives the researcher the flexibility to use both quantitative and qualitative data in order to discover the properties of the population.

 

For example, researchers can use both case study which is a qualitative analysis and correlation analysis to describe a phenomena in its own way. Using the case studies for describing people, events, institutions enables the researcher to understand the behavior and pattern of the concerned set to its maximum potential. 

 

  • In the case of surveys which consist of one of the main types of Descriptive Analysis, the researcher tends to gather data points from a relatively large number of samples unlike experimental studies that generally need smaller samples.

 

This is an out and out advantage of the survey method over other descriptive methods that it enables researchers to study larger groups of individuals with ease. If the surveys are properly administered, it gives a broader and neater description of the unit under research.

 

(Also check: Importance of Statistics for Data Science)

Trending blogs

  • 5 Factors Influencing Consumer Behavior

    READ MORE

  • Elasticity of Demand and its Types

    READ MORE

  • An Overview of Descriptive Analysis

    READ MORE

  • What is PESTLE Analysis? Everything you need to know about it

    READ MORE

  • What is Managerial Economics? Definition, Types, Nature, Principles, and Scope

    READ MORE

  • 5 Factors Affecting the Price Elasticity of Demand (PED)

    READ MORE

  • 6 Major Branches of Artificial Intelligence (AI)

    READ MORE

  • Scope of Managerial Economics

    READ MORE

  • Different Types of Research Methods

    READ MORE

  • Dijkstra’s Algorithm: The Shortest Path Algorithm

    READ MORE

Latest Comments

  • julesfury

    Mar 27, 2025

    Buy Passports,Drivers License,(WHATSAPP: +1 (725) 867-9567) Buy ID,visa,residence permit Buy Genuine Registered IELTS Certificate Without Attending Exam https://buyrealcurrency.com/ YOUR PATHWAY TO IELTS SUCCESS WHATSAPP : +1(740)280-2019 Buy Original and Authentic IELTS, TOEFL,PTE,ESOL,GRE Certificates Certificates With Your Desired Score Band 100% registered and verifiable online Buy IELTS and TOEFL Verified Certificates Without Attending The Exam Karachi We offer our exclusive clients and students the ability to gain IELTS certificates without taking the exams. BUY IELTS CERTIFICATES in USA,Nepal,UK,India,China.Bangladesh,Turkey,Spain BUY IELTS CERTIFICATES For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport Get your US passport (United States) Buy your Australian passports (Australia) Get your Belgian passport (Belgium) Get your passports from the United Kingdom (UK) Buy your Russian passport (Russia) Get your passport from Hungary (Hungary) Get your passport from Australia (Australia) Buy your Croatian passport (Croatia) Get your passport of Denmark (Denmark) Get your passport to Malta (Malta) Get your Polish passport (Poland) Buy your Swedish passport (Sweden) etc. Buy your ID cards WHATSAPP : +1(740)280-2019 Buy your ID US (United States) Buy your ID of Australia (Australia) Buy your ID of Belgium (Belgium) Buy your ID of Brazil (Brazil) Canadians buy false documents (Canada) Buy your French ID (France) Get your ID for German (Germany) Buy your ID of Spanish (Spain) Buy your ID (Mexico) Buy your ID cards South Africa (South Africa) WHATSAPP : +1(740)280-2019 Buy your ID Swiss (Switzerland) Get your ID for German (Germany) Buy your ID of China (China) Buy your ID of Russia (Russia) Buy your ID of Hungary (Hungary) Buy your ID of Australia (Australia) Buy your ID of Brazil (Brazil) Buy your Italian ID (Italy) Buy your ID Jamaica (Jamaica) Buy your ID South Korea (South Korea) Buy your Swedish ID (Sweden) etc. For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport BUY FAKE DRIVERS LICENSE https://www.counterfeitdocsforsale.com/category/buy-drivers-license-online/ Buy a license in Australia (Australia) Buy Canadian driver licenses (Canada) Buy your French driving license (France) Buy your license Dutch (Netherlands / Netherlands) Buy your German driving license (Germany) Buy your license from the United Kingdom (UK) Buy your driver's license in Switzerland (Switzerland) Buy your Cambodians driving license (Cambodia) Buy a license of Australia (Australia) Buy your license of Russia (Russia) Buy Canadian driver licenses (Canada) Buy your French driving license (France) Buy your International Driving Permit Buy your US driver's license Buy your Spanish driving license (Spain) Buy your driving license Portuguese (Portugal) WHATSAPP : +1(740)280-2019 Buy your driving permit Hungarian (Hungary) Buy a driver's license Buy your French driving license (France) Buy your German driving license (Germany) Buy your license from the United Kingdom (UK) Buy your license Norway (Norway) Buy a license of Brazil (Brazil) Buy your license Denmark (Denmark) https://www.counterfeitdocsforsale.com/ Buy Real Data Base Registered Passport, Drivers License, ID Card, Birth Certificate, Green Card, Visa etc For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport Buy high-quality, real passport, visa, driving license, identity cards, marriage certificates,diplomas We are a team of professionals with many years of experience in producing fake passports and other identity documents, the best producers of quality fake documents. with more than million documents circulating in the world. WHATSAPP : +1(740)280-2019 We offer only original high-quality true-false passport, driving license, ID cards, stamps, birth certificates, fake diplomas International and other products for a number of countries such as USA, Australia, Belgium, Brazil, Norway Canada, Italy, Finland, France, Germany, Israel, Mexico, Netherlands, South Africa, Spain, TOPICS: PURCHASE false passports Get your US passport (United States) https://globaldocuments4u.com/ Buy your Australian passports (Australia) Get your Belgian passport (Belgium) Get your passports from the United Kingdom (UK) Buy your Russian passport (Russia) Get your passport from Hungary (Hungary) Get your passport from Australia (Australia) WHATSAPP : +1(740)280-2019 Buy your Croatian passport (Croatia) Get your passport of Denmark (Denmark) Get your passport to Malta (Malta) Get your Polish passport (Poland) Buy your Swedish passport (Sweden) etc. Buy Australian PR WHATSAPP : +1(740)280-2019 Buy Canadian PR Buy UK PR Buy Australian Visa Buy Canadian Visa Buy UK Visa Buy USA Visa Buy your ID cards WHATSAPP : +1(740)280-2019 Buy your ID US (United States) Buy your ID of Australia (Australia) Buy your ID of Belgium (Belgium) Buy your ID of Brazil (Brazil) Canadians buy false documents (Canada) Buy your French ID (France) Get your ID for German (Germany) Buy your ID of Spanish (Spain) Buy your ID (Mexico) Buy your ID cards South Africa (South Africa) Buy your ID Swiss (Switzerland) Get your ID for German (Germany) Buy your ID of China (China) Buy your ID of Russia (Russia) Buy your ID of Hungary (Hungary) Buy your ID of Australia (Australia) Buy your ID of Brazil (Brazil) Buy your Italian ID (Italy) Buy your ID Jamaica (Jamaica) Buy your ID South Korea (South Korea) Buy your Swedish ID (Sweden) etc. BUY FAKE DRIVERS LICENSE WHATSAPP : +1(740)280-2019 Buy a license in Australia (Australia) Buy Canadian driver licenses (Canada) Buy your French driving license (France) Buy your license Dutch (Netherlands / Netherlands) Buy your German driving license (Germany) Buy your license from the United Kingdom (UK) Buy your driver's license in Switzerland (Switzerland) Buy your Cambodians driving license (Cambodia) Buy a license of Australia (Australia) Buy your license of Russia (Russia) Buy Canadian driver licenses (Canada) Buy your French driving license (France) Buy your International Driving Permit Buy your US driver's license Buy your Spanish driving license (Spain) Buy your driving license Portuguese (Portugal) Buy your driving permit Hungarian (Hungary) Buy a driver's license Buy your French driving license (France) Buy your German driving license (Germany) Buy your license from the United Kingdom (UK) WHATSAPP : +1(740)280-2019 Buy your license Norway (Norway) Buy a license of Brazil (Brazil) Buy your license Denmark (Denmark) buy celpip certificate online without exam in Canada WHATSAPP : +1(740)280-2019 buy celpip certificate in Mexico buy celpip certificate in USA buy pte certificate in Singapore buy ielts certificate in Argentina buy celpip certificate online without exam in Argentina buy celpip certificate in Brazil buy celpip certificate in Chile Get real celpip certificate online without exam buy ielts certificate in Costa Rica obtain pte certificate without exam in Cyprus Buy toefl certificate in Peru For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport

    Like Reply

  • julesfury

    Mar 27, 2025

    Buy real and fake passport (WHATSAPP: +1 (725) 867-9567) Buy Chinese/Taiwan passport online, Buy US passports online, Buy Singapore passport, buy real passport, buy fake passport, passport for sale, fake travel documents, real passport online, buy documents, fake passport for sale, Buy legal passport, buy real and fake passports, Buy chinese passport online, buy real UK passport, WHATSAPP : +1(740)280-2019 Buy Singapore Passport online, Buy Irish passport Buy Japan passport, Buy Australia passport, Buy Thailand passport, Buy UAE passport, Buy Canadian passport, Buy Vietnam passport, Buy Malaysia passport, fake passports for sale, where to buy US passport online, How do i get a passport ( WHATSAPP : +1(740)280-2019 ) Buy fake Scanned copy of Hong Kong passport, buy a passport online, Buy Passport online from your home fast, Can I do my U.S. passport online, How long does it take to buy a passport, How much is a U.S. passport, How to get a passport, Get a U.S. Passport, Where to get a passport near me, Buy Real Biometric Passport, Apply now for your passport, Buy Diplomatic Passport, Buy a USA passport in China, Buy United State Passport online, Buy Finland Passport online, Buy a German passport online, Buy New Zealand passport online, Buy Ireland Passport online, Buy Denmark Passport online, Buy Portugal Passport online, Buy Portuguese Passport Online, Buy Luxembourg Passport online, Buy Turkish passport online, Buy Dutch passport online, Buy Norwegian passport online, Buy Poland Passport online, Buy Greece Passport online, Buy Hungarian passport online, Buy Spanish passport online, Buy Chile Passport online, Buy Croatian passport online, Buy Costa Rica Passport online For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport https://globaldocuments4u.com/ https://globaldocuments4u.com/index.php/product/buy-australian-passport-online/ https://globaldocuments4u.com/index.php/product/belgian-passport-online/ https://globaldocuments4u.com/index.php/product/british-passport-online/ https://globaldocuments4u.com/index.php/product/buy-canadian-passport-online/ https://globaldocuments4u.com/index.php/product/buy-a-spanish-passport-online/ https://globaldocuments4u.com/index.php/product/buy-a-real-italian-passport-online/ https://globaldocuments4u.com/index.php/product/buy-german-passport-online/ https://globaldocuments4u.com/index.php/product/buy-eu-passports-online/ https://globaldocuments4u.com/index.php/product/buy-chinese-passport/ https://globaldocuments4u.com/index.php/product/buy-iceland-passport/ https://globaldocuments4u.com/index.php/product/buy-hungarian-passport-online/ https://globaldocuments4u.com/index.php/product/buy-greek-passport-online/ https://globaldocuments4u.com/index.php/product/buy-irish-passport/ https://globaldocuments4u.com/index.php/product/buy-italian-passport-online/ https://globaldocuments4u.com/index.php/product/buy-japanese-passport/ https://globaldocuments4u.com/index.php/product/buy-netherlands-passport-online/ https://globaldocuments4u.com/index.php/product/buy-maltese-passport/ https://globaldocuments4u.com/index.php/product/buy-malaysian-passport-online/ https://globaldocuments4u.com/index.php/product/buy-real-and-fake-passport-online/ https://globaldocuments4u.com/index.php/product/buy-portuguese-passport/ https://globaldocuments4u.com/index.php/product/buy-new-zealand-passport/ https://globaldocuments4u.com/index.php/product/buy-south-korean-passport/ https://globaldocuments4u.com/index.php/product/buy-singapore-passport-online/ https://globaldocuments4u.com/index.php/product/buy-real-canadian-passport/ https://globaldocuments4u.com/index.php/product/buy-swedish-passport-online/ https://globaldocuments4u.com/index.php/product/buy-swiss-passport-online/ https://globaldocuments4u.com/index.php/product/buy-united-states-passport-online/ https://globaldocuments4u.com/index.php/product/legally-registered-german-passport-for-sale/ https://globaldocuments4u.com/index.php/product/french-passport-online/ https://globaldocuments4u.com/index.php/product/czech-passport-online/ https://globaldocuments4u.com/index.php/product/buy-norwegian-passport/ https://globaldocuments4u.com/index.php/product/buy-luxembourgish-passport-online/ https://globaldocuments4u.com/index.php/category/get-fake-passport-online/ https://globaldocuments4u.com/index.php/category/buy-real-passport-online/ https://globaldocuments4u.com/index.php/category/buy-passport-online/ https://globaldocuments4u.com/index.php/category/buy-passport-near-me/ https://globaldocuments4u.com/index.php/category/buy-passport/ https://globaldocuments4u.com/index.php/category/buy-original-passport-online/ https://globaldocuments4u.com/index.php/product-tag/buy-real-and-fake-us-passport/ https://globaldocuments4u.com/index.php/product-tag/buy-real-and-fake-passport-online/ https://globaldocuments4u.com/index.php/product-tag/buy-real-and-fake-passport/ https://globaldocuments4u.com/index.php/product-tag/buy-japan-passport/ https://globaldocuments4u.com/index.php/product-tag/buy-real-registered-passport/ https://globaldocuments4u.com/index.php/product-tag/buy-taiwan-passport-online/ For more information: WHATSAPP : +1(740)280-2019 WeChat ID : Scottbowers44 Telegram : https://t.me/buy_real_and_fake_passport

    Like Reply

  • julesfury

    Mar 27, 2025

    购买真假护照（WHATSAPP：+1（725）867-9567） 在线购买中国/台湾护照、在线购买美国护照、购买新加坡护照、https://buyrealcurrency.com/ 购买真护照、购买假护照、在线购买驾驶执照（微信 ID：Scottbowers44） 购买注册驾驶执照、购买假驾驶执照、护照、雅思考试证书、身份证、居留许可、文凭、在线购买假美元、在线购买假人民币、购买合法护照、购买真假护照、在线购买中国护照、购买真正的英国护照、WHATSAPP：+1（740）280-2019 在线购买新加坡护照、购买爱尔兰护照、购买日本护照、购买澳大利亚护照、购买泰国护照、购买阿联酋护照、购买加拿大护照、购买越南护照、购买马来西亚护照、出售假护照、在哪里在线购买美国护照、如何获得护照（WHATSAPP： +1（740）280-2019）购买香港护照的假扫描件，在线购买护照，快速在家在线购买护照，我可以在线办理美国护照吗，购买护照需要多长时间，美国护照多少钱，如何获得护照，获得美国护照，在哪里可以获得我附近的护照，购买真正的生物特征护照，立即申请护照，购买外交护照，在中国购买美国护照，在线购买美国护照，在线购买芬兰护照，在线购买德国护照，在线购买新西兰护照，在线购买爱尔兰护照，在线购买丹麦护照，在线购买葡萄牙护照，在线购买葡萄牙护照，在线购买卢森堡护照，在线购买土耳其护照，在线购买荷兰护照，在线购买挪威护照，在线购买波兰护照，在线购买希腊护照，在线购买匈牙利护照，在线购买西班牙护照，在线购买智利护照，在线购买克罗地亚护照，购买哥斯达黎加护照在线 https://www.counterfeitdocsforsale.com/ 更多信息： WHATSAPP：+1(740)280-2019 微信 ID：Scottbowers44 Telegram：https://t.me/buy_real_and_fake_passport

    Like Reply

  • Patricia Lovick

    Mar 28, 2025

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at Capitalcryptorecover@zohomail.com OR Call/Text Number +1 (336)390-6684 his contact: Recovercapital@cyberservices.com His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

    Like Reply

  • jamesnewman4297724a038c1211446b

    Mar 30, 2025

    Good day, everyone, I’d like to share my experience rebuilding my credit over the past four years. After a challenging divorce drained my finances, I fell behind on auto loans and credit cards, fortunately without a mortgage to worry about. My credit score plummeted to the low 400s, though my debt-to-income ratio remained manageable at 20%. My goal was to return to my pre-divorce score of 745 and secure a low-rate auto loan. In early 2025, I applied for a Capital One Venture card but was denied due to missed payments, the most recent being in January 2024. Determined to improve, I researched online and found consistent praise for Pinnacle Credit Specialist. I reached out, and within days of working together, they cleared the debts from my credit profile and boosted my score to an impressive 795. I’ve since relocated to Nevada, and my credit remains strong. For anyone seeking credit repair, I recommend contacting Pinnacle Credit Specialist. Their results speak for themselves, and I’m grateful for the fresh start they helped me achieve. Contact him by email: PINNACLECREDITSPECIALIST@GMAIL.COM or call +1 (409) 331 2269

    Like Reply

  • kaitlynmiller54265b253de6ae243ee

    Apr 03, 2025

    A few days after I contacted PINNACLE CREDIT SPECIALIST, they increased my score to 779 and improved my credit profile by removing the evictions, charge off, late payments and DMV, I sincerely acknowledge their relentless efforts and urge you to contact Pinnacle Credit Specialist for any credit related issue. Contact info: (PINNACLECREDITSPECIALIST@GMAIL.COM /+1 409 331 2269) Honestly, I do not enjoy writing much, but I must let the world know about this genius that helped me. Seriously I needed an apartment for myself, but I couldn’t get one because of the two evictions on my report from 2021. He deleted them. Last week I just got approved for a new apartment. Thanks to Pinnacle Credit Specialist I sincerely recommend them to anyone who needs credit issues.

    Like Reply

  • jasonbenjamin728c6f29c1c35ed4f40

    Apr 08, 2025

    I wanted to purchase a car months ago, but I wasn’t approved for a loan, I needed a score of at least 700 to be approved for the loan, but my score was 519. I had many hard inquiries, collections, late payments, unpaid debts and an eviction. I contacted this life saver PINNACLE CREDIT SPECIALIST. They helped me wipe all the negative items and raised my score to 793. It’s been 2 weeks now and nothing is coming back. Call their number +1(409) 331-2269. Or text them by email: PINNACLESCREDITSPECIALIST@GMAIL.COM

    Like Reply

  • Elizabeth Rush

    Apr 08, 2025

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital@cyberservices.com Contact Telegram: @Capitalcryptorecover

    Like Reply

  • seanhoar77658981a9ce9e4b81

    Apr 09, 2025

    Are you tired of struggling with credit report issues? I was too—until I found Pinnacle Credit Specialist. I had an eviction on my credit report and a low FICO score of 550, which held me back for years. Then I came across a Google forum filled with testimonials about Pinnacle Credit Specialist. Skeptical at first, I decided to reach out—and it turned out to be a game-changer. They raised my FICO score to an excellent 816 and successfully removed the eviction from my report. Affordable, reliable, and always ready to assist, Pinnacle Credit Specialist truly delivered. Contact them at PINNACLECREDITSPECIALIST@GMAIL.COM or text (409) 331-2269. Their office is located at 12400 La Guardia Ln, Del Valle, Texas. Book an appointment today, and don’t forget to mention I referred you!

    Like Reply

  • gregoryzeuthen11b471def63b854820

    Apr 12, 2025

    I’m not good at telling stories but permit me to share our experience with PINNACLE CREDIT SPECIALIST here. My Wife and I needed credit repair, so we contacted Pinnacle Credit Specialist, we explained to him about all the negative items on our report (around 19 negative items) on my report with total debt of around $120,000. He said to me: Yes! I can fix it in 6 days! I was excited! Now my Wife’s credit had 15 negative items and 3 positive items. Her total debt was around $97,000. After analyzing both credits, he stated we can correct both within 12 days! I was excited. It’s been 7 years since we had good credit. It was difficult for me to believe. Well, we got around to the cost of credit repair, it wasn’t outrageous. He told me the cost. After 10 days he showed evidence and increased score to 770, 780 and 790 respectively. I am saying all this here because I don’t think anyone deserves to miss the train; Or won’t you want to end the bad credit you got? Hit him up by email: PINNACLECREDITSPECIALIST@GMAIL.COM or call (409) 331 2269. Do let him know I referred to you. Thanks

    Like Reply
    •