Question

Data curation and management have different characteristics depending on the nature of the data and the nature of the institution involved.

three areas which may show significant differences are government, research and the corporate environment.

identify two job descriptions, listing required roles and responsibilities, within each of these three areas (total six job descriptions), and then to compare and contrast their approaches.

Answer 1

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[A] Government: Data Curation & Management Job Profiles include -

[1] Data Scientist

[A] Job Description –

We are searching for a Data scientist that will assist us with finding the data covered up in immense measures of information and assist us with settling on more intelligent choices to convey surprisingly better items. Your essential center will be in applying information mining procedures, doing a measurable examination, and building great forecast frameworks incorporated with our items. In this job, you ought to be exceptionally scientific with a skill for investigation, math, and insights. Basic reasoning and critical thinking aptitudes are fundamental for deciphering information. We likewise need to see energy for AI and research.

[B] Roles and Responsibilities –

Roles -

• Undertaking information assortment, preprocessing and investigation.
• Presenting data utilizing information representation methods.
• Building models to address business issues.

Responsibilities –

• Identify significant information sources and mechanize assortment forms.
• Build prescient models and AI calculations.
• Data mining utilizing best in class strategies.
• Enhancing information assortment techniques to incorporate data that is applicable to building investigative frameworks.
• Extending the organization's information with outsider wellsprings of data when required.

[2] Hadoop Developer

[A] Job Description –

We are searching for a Hadoop developer to assist us with building huge-scale information stockpiling and preparing programming and framework. Information on existing instruments is fundamental, just like the ability to compose programming utilizing the Hadoop API.

[B] Roles and Responsibilities –

Roles –

• To keep up information security and protection.
• Management and sending of H-Base.

Responsibilities –

• Assess prerequisites and assess existing arrangements.
• Develop documentation and playbooks to work with the Hadoop framework.
• Build, work, screen, and investigate the Hadoop foundation.
• Write programming to ingest information into Hadoop.
• Understand Hadoop's security systems and actualize Hadoop security.
• Evaluate and use facilitated arrangements on AWS or Azure.

[B] Research: Data Curation & Management Job Profiles includes -

[1] Data Research and Acceleration Analyst

[A] Job Description –

We are searching for a Data research and Acceleration analyst to infer bits of knowledge that estimate the future and find look into an incentive in business sectors around the world. In this job, you will join our affectionate group of quantitative analysts, information researchers, architects, and business associates to make an interpretation of information into significant bits of knowledge and to quicken our lively research pipeline.

[B] Roles and Responsibilities –

Roles –

• To look into, dissect and advance a wide scope of organized and unstructured large information into datasets for examination.
• To go about as information research and honesty supervisor by enhancing, estimating, and uncovering information quality and fulfillment through computerization and a procedure is driven methodology.

Responsibilities –

• Communicating information-driven investigation and bits of knowledge as information examines that empower a nuanced comprehension of our information and advise our venture to explore the process.
• Developing profound space ability on our datasets, the hidden practices showed through these datasets, and the related, quantifiable financial wonders.
• Operating and stretching out our information stage to convey generation grade information curation and investigation abilities.

[2] Research Data Curation Specialist II

[A] Job Description –

We are searching for a Research data curation specialist II who will bolster the clinical research program in the zones of information assortment, processing, and database association. Obligations incorporate the assessment, and blend of medicinal records; the reflection and recording of relevant restorative data; and the checking of patient status. The Research Data Curation Specialist will be liable for the assortment, the board, and the quality confirmation survey of patient clinical information.

[B] Roles and Responsibilities –

Roles -

• To assess and track the qualification of cases for incorporation in the examination.
• To keep up on-going interchanges with a study group for information assortment needs.

Responsibilities -

• Accessing understanding segment, clinical, and inquire about data from the clinical frameworks including yet not constrained to the electronic medicinal record.
• Collaborating with the Director, specialists, and research staff in the proceeded with the advancement of the examination ventures.
• Reviewing information for quality and fulfillment, through source information check and announcing programming instruments.

[C] Corporate: Data Curation & Management Job Profiles includes -

[1] Data Steward

[A] Job Description –

We are searching for a Data steward to show and characterize information reliably over the business divisions of the association. Each exertion must be made by the board to share information across divisions, and not to keep up excess information without avocation. Beginning business stewards of information must perceive the enlightening needs of downstream procedures and specialty units that may require.

[B] Roles and Responsibilities –

Roles –

• To facilitate an association's quality, security, and upkeep of information.
• To characterize information components and sets up arrangements and methods identified with the assortment and precision of the information, and performs tests on information frameworks.

Responsibilities -

• Ensures adequate information quality is kept up with the goal that the information can successfully bolster the business procedure.
• Administer productive procedures to catch and keep up all metadata while monitoring metadata and partner displaying of toolsets.
• Analyze information and recognize chance regions and prescribe answers for the same.

[2] Data Curation Specialist

[A] Job Description –

We are searching for a Data Curation specialist who deals with the way toward cleaning, reporting, filing, and discharging datasets from the purpose of accommodation to their production on the USAID Data Development Library stage.

[B] Roles and Responsibilities –

Roles –

• To keep up the venture database, recording curation moves made with each dataset.
• To assess information entries for potential worth, utility, and quality and to make judgments about their appropriateness for procurement and curation.
• To survey metadata quality; arrange metadata upgrade, and perform remediation to encourage better disclosure.

Responsibilities -

• Check information for culmination and accuracy, hailing any immediate or aberrant identifiers to respondents and working with the information submitted to determine issues.
• Track datasets through the protection and security survey process, organizing with venture analysts who play out a security evaluation on datasets.
• Develop dispersal adaptations of datasets for different crowds including accomplice associations, and the overall population.
• Assist in the advancement and usage of best practices, systems, work processes, and instruments for the archive.

Compare & Contrast Significant Approaches -

[A] Compare [Data Scientist, Data Research and Acceleration Analyst, & Data Steward]:

• Deals with crude information that contains human, machine or instrument mistakes. The information probably won't be approved and contain suspect records; It will be unformatted and can contain codes that are framework explicit.
• Recommend and once in a while execute approaches to improve information dependability, effectiveness, and quality. To do as such, utilize an assortment of dialects and instruments to frameworks together or attempt to chase down chances to gain new information from different frameworks with the goal that the framework explicit codes, for instance, can become data in further handling by data scientists, data research and acceleration analyst, and data steward.
• Data scientists, Data research and Acceleration analyst, and Data steward lie intently together in some particular cases, where the differentiation between information science and information building groups is surely so little that occasionally, the groups are probably going to blend.

[B] Contrast:

Government [Data Scientist]	Research [Data Research and Acceleration Analyst]	Corporate [Data Steward]
Undertake to preprocess of organized and unstructured information.	Undertake in the creation and support of accumulation and information quality affirmation reports.	Undertake to respectably complex parts of a task. Work is commonly autonomous and community in nature.
Perform the investigation of enormous information stores and determine experiences.	Perform a chronicled variant of the dataset for conservation.	Perform and define consents for the individuals who try to make an accommodation to the information storehouse.