ICE went on a hiring spree. Sterling credentials were not required, AP investigation finds



Officers fire pepper balls

Their backgrounds stand out. And not in a good way.

Two bankruptcies and six law enforcement jobs in three years. An allegation of lying in a police report to justify a felony charge against an innocent woman — an incident that led to a $75,000 settlement and criticism of his integrity. A third job candidate once failed to graduate from a police academy, then lasted only three weeks in his only job as a police officer.

Their common bond: All were hired recently by U.S. Immigration and Customs Enforcement during an unprecedented hiring spree — 12,000 new officers and special agents to double its force — after the agency received a $75 billion windfall from Congress to enact President Donald Trump's mass deportation campaign.

The president put a premium on swift action, and for ICE that meant rapid-fire recruitment and hiring, which in turn led to new employees with questionable qualifications. Their backgrounds and training have come under scrutiny after numerous high-profile incidents in which ICE agents used excessive force.

“If vetting is not done well and it’s done too quickly, you have higher risk of increased liability to the agency because of bad actions, abuse of power and the lack of ability to properly carry out the mission because people don’t know what they are doing,” said Claire Trickler-McNulty, who served as an ICE official during the Obama, first Trump and Biden administrations.

The agency has said the majority of new hires are police and military veterans. But evidence is mounting that applicants with questionable histories were either not fully vetted before they were brought on or were hired in spite of their past, an investigation by The Associated Press found.

ICE’s acting director, Todd Lyons, said during a congressional hearing in February that he was proud of the hiring campaign, which drew more than 220,000 applications. “This expansion of a well-trained and well-vetted workforce will help further ICE’s ability to execute the president’s and secretary’s bold agenda,” he said.

Unlike many local law enforcement agencies, ICE said it shields the identity of employees to protect them from harassment, making a full accounting of the new hires impossible.

The AP focused on more than 40 officers who recently made public their new jobs as ICE officers on LinkedIn pages, using public records to check their backgrounds. All but one were male.

While most of them had conventional qualifications as former correctional officers, security guards, military veterans and police officers, it's unclear how many should have potentially been disqualified because AP did not have access to their full personnel files. But several had histories of unpaid debts that resulted in legal action, two had filed for bankruptcy and three others had faced lawsuits that alleged misconduct in prior law enforcement jobs, the AP found.

Marshall Jones, an expert on police recruiting at the Florida Institute of Technology, said it's hard to get a full picture of ICE's new employee pool without more data. But he said ICE has likely hired some “less than ideal candidates” who meet minimum requirements but would be passed over in a normal hiring cycle.

“If you’re hiring hundreds or thousands of people, even with the best of background processes, there are going to be outliers,” he said. “The question is, are these normal outliers from human beings doing things, or is there a systemic challenge in properly vetting folks if there are issues?”

DHS says ‘vetting is an ongoing process’

The Department of Homeland Security, ICE’s parent agency, did not answer questions about specific hiring decisions. But it acknowledged some applicants received “tentative selection letters” and offers to begin working on a temporary status before they had been subjected to full background checks.

“ICE is committed to ensuring its law enforcement personnel are held to the highest standards and rigorously vets them throughout the hiring process,” the department said. “Vetting is an ongoing process, not a one-time occurrence.”

The process includes reviewing their criminal histories and credit scores and conducting background investigations that include interviewing prior employers and other associates, which can take weeks. But the deluge of hires has strained the agency, which promised signing bonuses of up to $50,000 and advertised that college degrees were not required.

An internal memo, first reported by Reuters in February, told ICE supervisors that if they receive “derogatory information about a newly hired employee’s conduct” they should refer the allegations to an internal affairs unit for investigation. Such information could include the employees’ termination or forced resignations, the memo said.

Two bankruptcies, six jobs before ICE hired him

Among the new hires is Carmine Gurliacci, 46, who resigned as a police officer in Richmond Hill, Georgia, to join ICE in Atlanta in December, according to a resignation letter obtained by AP.

He filed for bankruptcy in 2022, saying he had no income and had been unemployed for two years after moving from New York to Georgia, court filings show. He said he was living with a friend and doing chores in exchange for housing, listing tens of thousands of dollars of unpaid loans, bills, child support and other debts. He also had filed for bankruptcy in 2013 in New York, when he listed $95,000 in liabilities, records show.

Serious financial problems are “a pretty big red flag” because they might make employees susceptible to bribes or extortion, which have been problems at ICE, Trickler-McNulty said.

After his 2022 bankruptcy petition was approved, Gurliacci rejoined the work force, hopping to six Georgia law enforcement agencies within three years, each time resigning before moving on, records obtained by AP show.

He left one campus security job in 2023, citing “unforeseen personal issues that render me unable to fulfill my duties,” a resignation letter shows. But he then began working for the Butts County Sheriff's Office soon after.

He lasted months there before moving to the Chatham County Sheriff’s Office, where he quit after two months on the job, records show. The federal government recently obtained his Chatham County personnel file as part of a background check, two months after he started at ICE.

Reached by phone, Gurliacci told a reporter he would call back. He never did and did not respond to follow-up messages.

Critic says new ICE hire ‘abuses his power’

Another new hire is Andrew Penland, 29, who joined ICE after resigning in December as a sheriff’s deputy in Greenwood County, Kansas.

Penland had spent most of his career as a deputy in Bourbon County, Kansas, but left last year after facing a lawsuit alleging he arrested a woman on false allegations in 2022. The county’s insurer paid $75,000 to settle the case, the agreement shows.

The woman, June Bench, recounted in an interview what happened. One of her neighbors, a county official, claimed Bench had purposely made a wide turn and nearly hit him with her car.

Penland responded to the property. Body camera video shows he urged the neighbor to press charges and told the man Bench would go to jail but he would not have to testify in court because it would get resolved through a plea.

Bench denied the allegation and said it was part of a personal dispute. But Penland arrested her on a felony assault charge, took her to jail and seized her car. Penland wrote in a report that he watched surveillance video showing her neighbor jumping out of the way of her speeding car.

It took a week for Bench to get out of jail and more than a year to defeat the charge, which was dismissed for lack of evidence. When she obtained the video Penland cited as proof, it showed her car appearing to make a routine turn and no near-collision with the neighbor.

Bench said she was outraged to learn Penland had been hired by ICE.

“That’s scary to me. He abuses his power,” she said.

After being reached for comment, Penland deactivated his LinkedIn account and alerted ICE to the inquiry but did not respond to AP.

New hire struggled at police academy

A third new ICE hire, Antonio Barrett, initially failed to graduate from a Colorado law enforcement academy in 2020, one of two students who did not “complete portions of the academy” and received “an incomplete grade,” an email obtained by AP shows.

He finished the program after a community college arranged a special one-day training and test for him, and landed a job at the police department in La Junta, Colorado, in July 2020. But he only worked three weeks before resigning and never worked in local policing again.

Previously, Barrett worked as a corrections officer at a Colorado prison.

He was accused in a lawsuit of excessive force for inflicting pain on a handcuffed inmate when he and another colleague forcibly removed the man from a wheelchair in 2017. But state officials argued their actions were not excessive and a court agreed, dismissing the case.

Barrett didn't respond to a message seeking comment.

Ex-ICE instructor says training is inadequate

ICE has denied removing any training requirements, saying new recruits receive 56 days of training and 28 days of on-the-job training. The agency said that most of the new officers have already completed law enforcement academies.

But former ICE academy instructor Ryan Schwank testified in February that agency leaders cut training on the use of force, firearms safety and the rights of protesters. He said the new recruits include some as young as 18 who lack college degrees and whose primary language is not English.

“We’re not giving them the training to know when they’re being asked to do something that they’re not supposed to do, something illegal or wrong,” he said.



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Qlik sense is a data analytical tool, It is introduced as the latest technology in the business intelligence tools market. It is user friendly and filled with the latest visual services and trendy data analysis; it is a visualization and data analyst software. It controls the associative engine of QIX, which provides the link to users and associated information from various sources. It brings out the selection and dynamic searching; Qlik sense works as a data analyst platform for the users. Controversial to Qlik’s view, it is best in data visualization as the graphics of augmentation. We prepared most frequently asked Qliksense interview questions, which helps you to crack Qlik Sense interview.

Frequently Asked Questions Qlik Sense Interview Questions and Answers

What is Qlik Sense?

Ans: Qlik sense works like a self-provider for the utility of visualization records, which empower us to search and identify huge amounts of facts for employer’s insights identification. It helps discovery and analytics utilization, with experts of Qlik sense organizations may design interactive visualization, elastic, and to make significant decisions.

  • It is simple to use.
  • It shows the right way for insight, proportion, and creation.
  • It takes less time for perception on any tool.

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What is the datatype’s Qlik sense?

Ans: The experience of Qlik sense includes most effective currencies, times, numbers, dates, and strings. They may be implemented in exclusive methods for the functions of calculations, that represent the above-mentioned parameters such as time and date. They may be transferred or removed from each other.

Describe the charts of Qlik sense?

Ans: The Charts in Qlik Sense is a Qlik service offered in the format of SaaS (Software-as-a-Service). The way of data visualization has fully changed with the usage of charts. Also, they enable sharing charts across social media channels without much effort. Further, they provide a restricted interaction and allow users to explore and identify the overall tool.

What is the associative data model of Qlik sense?

Ans: This model includes data tables association, which leads to the formation of logical links between data fields and data values. It provides a logical structure for the data. We can gain interactive nature through the data model selection. It is the place where software responds in the proper way to make selections.

Explain Qlik sense Hub?

Ans: It is the platform that permits users to perform various operations on the data, to design applications with proper visualizations and charts. It offers the functionality of simple drag and drop, data model association, visualization ranges such as tables, maps, box plots, distribution plots, and KPIs.

Define QIX engine?

Ans: It is considered the main interactive engine, which offers the essential functionalities of Qlik sense. They are like as given below.

  • The indexing and calculations of in-memory data.
  • Speed searching.
  • Interactions of self-services.
  • Schedule correspondence of applications.

Explain the functioning of QSS?

Ans: The Qlik Sense Scheduler, or QSS, is the function that plans to load and unload apps.

What are the architectural components of Qlik sense?

Ans: The architecture of Qlik sense is designed with five essential components. They are as given below.

  • QSP- Qlik sense proxy
  • QIX- Qlik sense engine
  • QSS- Qlik sense schedule
  • QSR- Qlik sense respiratory
  • QVF- Qlik sense applications

Define streams in the Qlik sense ?

Ans: The applications are designed by users of Qlik sense in a centralized Hub. These applications are parts of a stream. These streams are the place for a particular number of authorized users to share and analyze the work of published applications. It represents that only particular users of the group gain the applications accessible for the specific stream. When we have authorized access for stream one apps, then we gain authorized access for stream two apps. But we have no access to the streams of each other.

. What is the importance of histogram visualization in the Qlik sense?

Ans: It is also called a frequency plot, which explores the dimension of the point at particular intervals, and exposes the frequency of every distributive bar and bin. It provides the values range at similar intervals randomly, with the help of a histogram. We can observe the intervals range, mostly used bins, minimal bins, etc. It is proved that this histogram visualization helps us when we require to analyze entity’s performance as it displays the patch’s data frequency.

. What are the benefits of text and image visualizations in Qlik sense applications ?

Ans: Image and text visualizations benefit other kinds of visualizations, such as tables and charts used in Qlik sense. They look like visualization data centers, as they are displayed on given sheets with relevant meaning. With the help of image and text visualization, we may add text, images, logos, hyperlinks, and dynamic graph and chart visuals.

. Where to use treemap charts ?

Ans: It is the best option to display the large data loads with less space on sheets. They are used to save huge space on sheets and include various data values as it is in small box forms. Particular features like scheming of color and grading of the size used to display the situation highs and lows that inform us the working of the product and their strategies along with its requirements. At the same time, it also has one disadvantage, as it does not display negative values.

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. Describe various ways to add data tables in Qlik sense?

Ans: We have three ways as given below, to add data tables in Qlik sense.

  • In-app: with this process, we may submit data in Excel in the form of entry columns manually.
  • Data connections: By using this, administrators and users are permitted to define the data sources that are presented within our system.
  • Data content: This works like the database for the Qlik data market

. What is the advantage of Qlik sense filter panes?

Ans: As the existence of associations is takes place between values of the data table and data fields, a particular data set may be examined through selection making in proper ways. Qlik sense filter panes are used for those selections and get an idea of the entire data set’s entire story.

. List out some data sources which connect with Qlik sense?

Ans: Qlik sense connects with various sources. They are as listed below.

  • Redshift of amazon
  • Drill of apache
  • Apache Hive
  • Beta- phoenix
  • Beta- apache-spark
  • SQL of azure
  • Impala of Cloudera
  • BigQuery of Google
  • IBM DB2
  • The server of Microsoft SQL
  • Beta- MongoDB
  • Enterprise of MySQL
  • Oracle
  • Presto
  • Teradata
  • Salesforce
  • ODBC

. How to access a restricted file system in the Qlik sense?

Ans: We must disable the standard model as we enable the legacy mode to utilize the restricted file system and variables in the data load script of Qlik sense. It is also essential to keep in mind that this standard mode disabling takes the files to risks.

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. How to edit the Qlik sense-data table?

Ans: We can edit the data table in the data manager. The following are the step we need to follow.

  • Choose the table which we need to edit.
  • Click on the edit icon.
  • Add the new field in the editor.
  • Rename the existing field.
  • By clicking on the delete icon, we can delete the table if we want.
  • We can also concreate both tables by reloading the table.

Qlik Sense Interview Questions for Intermediates

Qlik Sense Interview Questions for Intermediates

. How to connect R with Qlik sense?

Ans: It is an easy task to use Qlik sense with R. The information behind it is R incarnation and respective folder transformation with which Qlik sense can load and read the data. First, we are required to download R and then select analysis, later give the script which is prescribed, and place it for results storage. After that, for continuous running, we are required to refresh our analysis and then design an a.exe file. That code needs to be added with the given paths

  •  R And R
  • VERSION binR.exe
  • CMD BATCH
  • -labor -rahul
  • Add a path to tekslatescripttekslatescript.R
  • Add path over heretekslatereporttekslaterreport.txt

. Describe the working of Qlik sense ?

Ans: With the help of graph search, Qlik sense easily summarizes the massive amount of complex data. With that, each Qlik updates the data immediately. It maintains high insights of visual data, which help for security and governance along with rules.

. Differentiate between traditional and associate index ?

Ans: 

  • Traditional index: it maintains specific order while preparing the index. For example, it is like a Region-state-product-sales person. The given below is a kind of traditional index.
    • IT-driven
    • predefined, Linear thinking
    • Deep insight not followed
    • Many days to change
    • Info storing
  • Associative index: It is in an unorganized manner. There is no need for 1 to 1 relation while preparing the index. For example, it is like a product-state-region-salesperson. The given below is a kind of Associative index.
    • User-driven
    • Follows user
    • All data, always visible
    • Minutes to change
    • Insights driven

. Is there any chance to design, edit, Apps augment in Qlik Sense Cloud ?

Ans: Yes, there is a chance for Apps designing and editions to all users. They are permitted to upload the data of flat files and Qlikdatamarket connection. Then they allow customers to design, edit and augment their Apps. There is no permission to augment or access for edit for the apps designed by others.

. Briefly explain the synthetic keys under logical tables ?

Ans: There is a chance for a composite key relationship when multiple fields in data fields are similar. Qlik sense made it through offering automatic synthetic keys. Those keys are anonymous, which symbolizes the entire combination of composite keys. Even some synthetic keys are concerning the wrong data but not compulsory.

. Mention any five essential abilities of Qlik sense?

Ans: The following are the five essential abilities of Qlik sense.

  1. Qlik sense maintains an associative model and smart exploration.
  2. Visualization augmentation and the analytics of advanced geographics.
  3. Interactive analysis.
  4. The report and storytelling of data.
  5. Integration and sharing of centralized data.

. List out the services managed by the Qlik management console?

Ans: The given below are the services managed by the Qlik management console.

  • Connectivity of data
  • Management of applications
  • Management of tasks
  • Administrative security
  • Monitoring of data
  • Auditing

. Briefly explain the process for application creation in the Qlik sense?

Ans: For new application creation in Qlik Sense, given below are the steps for that process.

  • We need to begin with software signing in through authorized credentials. 
  • Then provide a name for that new app.
  • Add the data for that application.
  • Choose the file path.
  • Then load the data.
  • Design the visualization through that loaded data.
  • Fix the dashboard’s visualizations.
  • Finally, our app is ready to use.

. In what way Qlik converter uses for users of Qlik sense?

Ans: It is beneficial for data load script copying from Qlik sense. We can utilize this qlik converter between Qlik Sense and Qlik view.

. Describe some essential extinctions we use in the Qlik’s sense ?

Ans: The given below are some essential extensions, which we can use for Qlik sense.

  • Wheel chart dependency
  • Picker data range
  • Sunbrust quadrant of CVL
  • Two-dimensional heatmap

. Briefly discuss the Qlik sense collaboration feature?

Ans: In Qlik Sense, the data collaboration feature between the apps and users is essential. This feature helps publish apps in Streams, data storytelling, print apps and sheets, export apps, etc.

. How to save a selection state for future use?

Ans: We need to design a bookmark for saving the selection done in the application of Qlik sense for future use. We may design multiple bookmarks as per our requirement with our selection choice, description, and titles we need.

. How to deal with data tables when they are not showing in the data manager?

Ans: When the data tables are not identified in the data manager, even though they are already loaded into the script. To solve this problem, we need to go into data manager, then click on the options of load data. This step helps us to reload the data table and shows the tables in the data manager.

. Share your knowledge about Qlik sense map visualization?

Ans: Maps are helped to display the loaded data geographically in Qlik sense. That data is related to the region, states, cities, countries, etc. may display with the help of map visualizations. There are various layers like area layer, point layer, line layer, destiny layer, and background layer. Every layer exposes the data geographically in a particular manner. 

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. Describe the importance of warehousing ?

Ans: It is the data storming process in data warehouses that is based on the model of a relational database. We can choose data from various data sources, which may manage and organize to offer meaningful insights into data queries. It is the best approach to deal with and manage the huge amount of data, which we utilize at the enterprise levels.

. How data warehousing benefits BI tools?

Ans: Data warehousing is a central repository for multiple BI tools, such as Tableau, Looker, etc. However, these BI tools use data warehousing for data mining, analytics, and report querying. 

. Describe the procedure of records managing inside the applications through the fact supervisor?

Ans: The fact supervisor used to copy and add facts from the randomly used folder of the Qlik data market when we load records in the application through fact supervisor, that exposes every table as a subject, supply, calls, automatically.

Qlik Sense Interview Questions for Advanced

. How to design a cyclic group in the Qlik sense?

Ans: 

For solutions, we need to fix the basic settings mentioned below.

  • Sample table structure: The branch state location of Id sample name
    • Sample 1 branch 1 state 1 India
    • Sample 2 branch 2 state 2 us

For designing cyclic drill, including 

Creating and loading the information in order

Drill_below:

load * inline

[

SampleName, SampleName_Label

Branch, Branch Name

State, State Name

Location, Location Name

];

After the data is loaded it has two ways to view the drill. It is nice, but unable to get the default value. It enables multiple selections and suits our criteria. Now we have chosen a drill for chart connection for the drill. It includes two ways as given below.

  • User if condition
  • Use pic match

These two are obvious, when the data is huge the lag takes place in chart reloads. And that approach utilizes the functional abilities in size and dimension creation, which may look like as given below.

$(=if(GetSelectedCount(SampleName_Label)=0,’Location’,only(SampleName)))

Finally, design the measure as per our needs; provide the cyclic group.

. How to add a new data table?

Ans: We may add a data table from the data manager or by different data sources as given below.

By connections: choose from the data that were described through the administrator and selected folders.

Connect my data: with this, we can choose it from the latest data sources, such as ODBC, OLE, connectors, data files, web files, etc.

Qlikdatamarket: In this, we may choose from the commercial databases of normal and public.

Attaching file: We can upload the file from an app or computer.

. How to deal with synthetic keys ?

Ans: To remove synthetic keys in load-scripts of data, the given below are some ways to solve the issues of those synthetic keys.

  • We need to ensure our keys link with 2 tables logically, some fields like comment, remark, description, etc. they may present in some tables without any link but we can’t utilize them as keys.
  • Particular data such as name, date, company may obtain in some tables, the different values. When it comes to related cases, we can’t use them as keys.
  • We are required to note redundant fields that are not utilized to connect essential fields. It is like when a date is used as a key that makes sure it cant load a month, a year, or the day of the date in an internal table.

. How to publish a sheet?

Ans: Sheet publication used for us to view other users. We can publish them with the help of previously published apps only.

  • Select the View tab to view sheets in the app
  • Give a right-click to the sheets we require, then click on publish.
  • The dialogue of publish sheet came, then click on that publish button.

Then automatically, they move and published from by us, in the community section other users also permitted to view our published sheets.

. What is the Qlik sense cloud functioning?

Ans: 

  • With the help of this cloud, we can design and share our apps.
  • By using this we may view or refer users to follow and monitor the Apps, and also have the chance to produce and share the visualization content links in the Apps.
  • The browser is classified into three parts when we signed in. They are workspace area, tab panel, and toolbar.

. How can we deploy Qlik sense?

Ans: It maintains the site concept-based architecture, as it is the result of multiple node combinations that are connected to the central node. We can deploy Qlik sense in various ways, as given below.

  • With single node site: In this process, the services run with a single node, this type of Qlik sense deployment is helpful for a single time zone.
  • With multi-node sites: In this process, its site spread across multiple nodes that are dedicated to the proper set of data and license keys. The given below are the steps for multimode site deployment. 
    • Download the primary node that works as a central node, which includes all required apps. 
    • Then for the rim node, download the additional node.
    • Then add the new node to the site on the central nodes QMC.
    • Sync the initial node before new nodes testing.
    • In the same way, add additional nodes one by one to complete the multi node site.

. Discuss the desktop operations of Qlik sense?

Ans: The desktop of Qlik sense maintains various options, which help us to perform data analysis. The following are some essential operations of the Qlik Sense desktop.

  • We may view the entire application in-app overview.
  • From the app overview, we can edit the applications.
  • In sheets overview, we can view and edit the individual sheets within the applications.
  • By using edit mode, we can adjust and edit the visualizations.
  • With the help of a data manager, we are permitted to manage and view the data tables.
  • Data load editor used to add databases.
  • We are allowed to view and design the stories from the storytelling view.

. Share your idea about Qlik view data?

Ans: It is a kind of respiratory file, which is used in speed reloading and it is essential for incremental data loading.

. What is the process of finding memory reduction usage by a document?

Ans: We can find the reduction of memory usage through documents, in the ways given below.

  • Items of dropping redundant
  • Data time fields through dropping time
  • Through fields splitting

. Mention the optimization types done for data simulating?

Ans: We can optimize the simulating data, in the following ways.

  • Through joins reducing. 
  • Merging tables at run time.
  • By designing a flat structure at load time.

. How apple map statement use?

Ans: This statement of apple is flexible, which is utilized for data mapping between load data addition and source.

. Describe the advantage of the scheming condition.

Ans: It is used to restrict the available position of high control and display and helps in expression checking efficiently.

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. Why do we use variables?

Ans: We need to use variables for various reasons, as given below.

  • With variables, we can store the reusable code snippets.
  • By using variables we can estimate the global sense values.
  • They are used to manage the state of objects.

. Mention the services managed by QMC ?

Ans: The given below are some services, that are managed by QMC.

  • Data connectivity 
  • Application management 
  • Management of task
  • Security administration
  • Monitoring of data
  • Work auditing

. Why is the QSS essential?

Ans: Qlik sense scheduler is used for reloading of applications and loading of data that are scheduled and managed with the help of QSS.

. Share your idea on the Trellis chart.

Ans: Generally, it is a chart grid. With that, we may create multiple charts on one dimension. Simply we can say it as chart repetition.

Conlusion:

In this blog of frequently asked Qlik sense interview questions, we have covered 50 frequently asked Qlik sense interview questions and answers. This blog post helps you alot to prepare for qlik sense interviews, as we covered most frequently asked Qliksense interview questions. If you have any queries feel free to ask through comments, our experts help you with solutions as early as possible.

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As a senior Technical Content Writer for HKR Trainings, Gayathri has a good comprehension of the present technical innovations, which incorporates perspectives like Business Intelligence and Analytics. She conveys advanced technical ideas precisely and vividly, as conceivable to the target group, guaranteeing that the content is available to clients. She writes qualitative content in the field of Data Warehousing & ETL, Big Data Analytics, and ERP Tools. Connect me on LinkedIn.

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