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HP0-A24 - NonStop Data Communication Basics - Dump Information

Vendor : HP
Exam Code : HP0-A24
Exam Name : NonStop Data Communication Basics
Questions and Answers : 73 Q & A
Updated On : December 14, 2018
PDF Download Mirror : Pass4sure HP0-A24 Dump
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HP0-A24 Questions and Answers

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HP0-A24 NonStop Data Communication Basics

Study Guide Prepared by Killexams.com HP Dumps Experts


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HP0-A24 exam Dumps Source : NonStop Data Communication Basics

Test Code : HP0-A24
Test Name : NonStop Data Communication Basics
Vendor Name : HP
Q&A : 73 Real Questions

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HP HP NonStop Data Communication

IR Prognosis for Infrastructure to guide HP Integrity NonStop X Platform | killexams.com Real Questions and Pass4sure dumps

SYDNEY--(enterprise WIRE)--IR, the leading international issuer of proactive performance management software for crucial IT infrastructure, payments and communications ecosystems, today introduced immediate help for the HP Integrity NonStop X platform in its globally adopted real-time efficiency administration answer, Prognosis for Infrastructure.

Prognosis has been the efficiency management solution of alternative for many of the largest corporations in the world considering it changed into first launched in 1988. offering precise-time management of fault-tolerant programs, Prognosis has been making certain that enterprise-vital computing device techniques and applications working on HP NonStop server structure have operated reliably by means of helping to identify patterns in the statistics in order that complications can be stopped of their tracks.

At this week’s HP find 2014 event in Barcelona, HP announced that it expects to unencumber the x86 structure version of the one hundred percent fault-tolerant HP NonStop answer in March 2015. As an HP AllianceOne accomplice, IR has committed R&D components to help HP as it brings fault-tolerant HP NonStop options to the x86 structure, in the form of the HP Integrity NonStop X. Prognosis for Infrastructure is accessible for deployment now on HP Integrity NonStop X, for beta customers and early adopters.

Prognosis gives a seamless transition from the typical HP NonStop servers to the brand new x86 expertise, by means of providing the same precise-time visibility into the HP NonStop system, middleware, applications and community, including new Infiniband interconnect, regardless of the underlying architecture. the usage of Prognosis that you could identify tendencies in real time and take motion as well as see a whole technology ambiance from one point of view. merits include predicting skill overloads before the cracks beginning to demonstrate.

Prognosis indicators IT teams when system, user, utility and manner masses are drawing near thresholds. They won’t should search for knock on results, as a result of Prognosis automatically offers them this suggestions and takes IT staff without delay to the acceptable dashboard in order that the problem will also be visualized and a repair put in vicinity right away. Even enhanced, Prognosis can increase the situation if the recipients of the alert notifications do not respond. This potential that warnings don't seem to be disregarded, however are acted upon as quickly as viable. Prognosis can also take corrective motion to rectify the difficulty, notify the IT team and record on the outcomes.

“In these days’s world market, being reactive isn’t going to hold your methods running,” stated Darc Rasmussen Managing Director and Chief government Officer. “You also need to have the operational insight to be proactive. As customers take advantage of the endured scalability, efficiency, and protection of the NonStop platform, Prognosis will ensure that carrier degrees proceed to be met. via giving you the information, metrics and insight your corporation must make certain that your techniques are running efficaciously, Prognosis permits you to make proactive operational and business choices effectively, and is designed to develop effectively along with your enterprise.”

About IR

IR is the company manufacturer name of built-in research restricted (ASX:IRI), the main world company of proactive performance administration utility for critical IT infrastructure, payments and communications ecosystems. greater than a thousand agencies in over 60 international locations—together with some of the world’s greatest banks, airways and telecommunication organizations count on IR Prognosis to deliver business critical insights and make sure continuity-vital programs carry excessive availability and performance for tens of millions of their purchasers throughout the globe. For extra assistance on IR, talk over with www.ir.com.


HP safety Voltage's SecureData business: Product overview | killexams.com Real Questions and Pass4sure dumps

HP bought Voltage security in April 2015, rebranding the platform as "HP safety Voltage." The product is a data encryption and key technology answer that comprises tokenization for shielding delicate enterprise statistics. The HP safety Voltage platform includes loads of items, akin to HP SecureData enterprise, HP SecureData Hadoop, HP SecureData funds etc. this article specializes in HP SecureData commercial enterprise, which comprises HP layout-preserving Encryption (FPE), HP at ease Stateless Tokenization (SST) expertise, HP Stateless Key administration, and data covering.

Product elements

HP SecureData commercial enterprise is a scalable product that encrypts each structured and unstructured information, tokenizes statistics to prevent viewing with the aid of unauthorized users, meets PCI DSS compliance requirements, and provides analytics.

The core of HP SecureData enterprise is the Voltage SecureData management Console, which gives centralized coverage management and reporting for all Voltage SecureData programs. an extra part, the Voltage Key administration Server, manages the encryption keys. policy-controlled utility programming interfaces enable native encryption and tokenization on many different structures, from security assistance and adventure managers to Hadoop to cloud environments.

The platform employs a different procedure called HP Stateless Key administration, which capacity keys are generated on demand, in keeping with coverage stipulations, after users are authenticated and certified. Keys can also be regenerated as needed. using stateless key management reduces administrative overhead and fees by means of doing away with the important thing save -- there is no deserve to shop, maintain track of and lower back up each key that is been issued. Plus, an administrator can link HP Stateless Key management to a company's identity management gadget to enforce position-based entry to information at the container degree.

FPE is in keeping with advanced Encryption normal. FPE encrypts statistics without altering the database schema, but does make minimal alterations to purposes that deserve to view cleartext statistics. (in lots of situations, most effective a single line of code is modified.)

HP SecureData enterprise's key administration, reporting and logging processes help customers meet compliance with PCI DSS, medical health insurance Portability and Accountability Act and Gramm-Leach-Bliley Act, as well as state, national and European statistics privateness regulations.

HP SecureData business is compatible with essentially any class of database, together with Oracle, DB2, MySQL, Sybase, Microsoft SQL and Microsoft Azure SQL, amongst others. It supports a wide selection of operating techniques and systems, including windows, Linux, AIX, Solaris, HP-UX, HP NonStop, Stratus VOS, IBM z/OS, Amazon internet functions, Microsoft Azure, Teradata, Hadoop and a lot of cloud environments.

corporations that put into effect HP SecureData enterprise can predict to have full conclusion-to-end facts insurance policy in 60 days or much less.

Pricing and licensing

potential purchasers need to contact an HP revenue representative for pricing and licensing assistance.

support

HP offers normal and premium aid for all HP protection Voltage items. typical support comprises access to the solutions portal and on-line help requests, the online capabilities base, e mail aid, company hours cell assist, 4-hour response time and a aid desk equipment.

premium aid contains the same features as usual assist, however with 24x7 mobilephone guide and a two-hour response time.


international area Station supercomputer receives a long live | killexams.com Real Questions and Pass4sure dumps

Why it matters: There are still greater unknowns about operating computers in area to be answered. HP commercial enterprise's Spaceborne desktop on the ISS might be used by means of crew contributors for a number of months earlier than it is hauled again down to Earth for evaluation.

now and again engineering an entirely new solution isn't the most desirable route of action. Engineers at NASA and HP business definitely believed this mantra when launching the Spaceborne laptop to the ISS in 2017.

In what amounts of an off-the-shelf server that has the compute power of around 30 laptops, the Spaceborne desktop uses the equal hardware found inner of statistics facilities on the planet. utility has been introduced to often examine for vigor fluctuations and to search for signs of improperly computed consequences.

running on a Linux distribution, Spaceborne seems a little over a thousand billion calculations per second. bodily, the unit weighs in at 124 pounds however given its use in a zero gravity environment, this hardly ever matters after it left the launchpad. it's at the moment installed to the ceiling of the ISS the usage of simplest a handful of bolts.

as a result of the failure of the Soyuz rocket closing month, Spaceborne is getting a protracted live at the ISS. For crew participants aboard the ISS, this could offer significant benefits. Sending information backward and forward from Earth can take a long time. Being in a position to work locally eliminates that bottleneck. looking in opposition t the long run, average instant communique can take up to 24 minutes for a packet to attain Mars from Earth. a space-beneficial supercomputer might drastically reduce that point.

working in area has introduced a couple of small number of problems. For some yet to be determined motive, solid state drives are failing at an always high rate. Out of the 20 SSDs within the laptop, 9 of them failed upfront. Vibrations from the launch vehicle, erratic radiation degrees, or effortlessly unstable vigor delivery are only a few conditions that SSDs are not continually subjected to.

At some point in the future (estimated April 2019), Spaceborne could be introduced back right down to Earth for a full examination. A crew will escape a elaborate microscope to locate even the smallest bits of hurt caused to the add-ons that spent their lifestyles in space.

related Reads

HP0-A24 NonStop Data Communication Basics

Study Guide Prepared by Killexams.com HP Dumps Experts


Killexams.com HP0-A24 Dumps and Real Questions

100% Real Questions - Exam Pass Guarantee with High Marks - Just Memorize the Answers



HP0-A24 exam Dumps Source : NonStop Data Communication Basics

Test Code : HP0-A24
Test Name : NonStop Data Communication Basics
Vendor Name : HP
Q&A : 73 Real Questions

So clean questions in HP0-A24 exam! i was already enough organized.
Its far a captains undertaking to persuade the deliver similar to it is a pilots process to steer the plane. This Killexams.Com may be known as my captain or my pilot as it recommended me in to the right direction before my HP0-A24 check and it become their instructions and steerage that were given me to examine the right route that in the long run lead me to achievement. I used to be very a success in my HP0-A24 test and it became a 2nd of glory for which im capable of for all time stay obliged to this on-line take a look at middle.


it's miles excellent best to put together HP0-A24 exam with real exam questions.
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Killing the examination grow to be too smooth! I dont assume so.
im Aggarwal and that i paintings for clever Corp. I had carried out to seem for the HP0-A24 examination and became very worried approximately it because it contained hard case research and so forth. I then implemented for your queryfinancial institution. My many doubts got cleared because of the explainations supplied for the answers. I also got the case research in my electronic mail which had been well solved. I seemed for the exam and am happy to mention that I got 73.seventy five% and i come up with the whole credit score. further I congratulate you and appearance further to clear more exams with the assist of your site.


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I bought this due to the HP0-A24 questions, I idea I may want to do the QAs part just based on my previous experience. Yet, the HP0-A24 questions supplied by killexams.Com had been simply as beneficial. So that you actually need targeted prep substances, I handed effortlessly, all thanks to killexams.Com.


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No questions become asked that become out of those Q&A financial institution.
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Why You Should Start Leveraging Network Flow Data Before the Next Big Breach | killexams.com real questions and Pass4sure dumps

Why You Should Start Leveraging Network Flow Data Before the Next Big Breach November 9, 2018  |  By Jean-Luc Labbé Security analyst looking at a tablet: network flow data

IBM

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Organizations tend to end up in cybersecurity news because they failed to detect and/or contain a breach. Breaches are inevitable, but whether or not an organization ends up in the news depends on how quickly and effectively it can detect and respond to a cyber incident.

Beyond the fines, penalties and reputational damage associated with a breach, organizations should keep in mind that today’s adversaries represent a real, advanced and persistent threat. Once threat actors gain a foothold in your infrastructure or network, they will almost certainly try to maintain it.

To successfully protect their organizations, security teams need the full context of what is happening on their network. This means data from certain types of sources should be centrally collected and analyzed, with the goal of being able to extract and deliver actionable information.

What Is Network Flow Data?

One of the most crucial types of information to analyze is network flow data, which has unique properties that provide a solid foundation on which a security framework should be built. Network flow data is extracted — by a network device such as a router — from the sequence of packets observed within an interval between two internet protocol (IP) hosts. The data is then forwarded to a flow collector for analysis.

A unique flow is defined by the combination of the following seven key fields:

  • Source IP address
  • Destination IP address
  • Source port number
  • Destination port number
  • Layer 3 protocol type
  • Type of service (ToS)
  • Input logical interface (router or switch interface)
  • If any one of the packet values for these fields is found to be unique, a new flow record is created. The depth of the extracted information depends on both the device that generates the flow records and the protocol used to export the information, such as NetFlow or IP Flow Information Export (IPFIX). Inspection of the traffic can be performed at different layers of the Open Systems Interconnection (OSI) model — from layer 2 (the data link layer) to layer 7 (the application layer). Each layer that is inspected adds more meaningful and actionable information for a security analyst.

    One major difference between log event data and network flow data is that an event, which typically is a log entry, happens at a single point in time and can be altered. A network flow record, in contrast, describes a condition that has a life span, which can last minutes, hours or days, depending on the activities observed within a session, and cannot be altered. For example, a web GET request may pull down multiple files and images in less than a minute, but a user watching a movie on Netflix would have a session that lasts over an hour.

    What Makes Network Flow Data So Valuable?

    Let’s examine some of the aforementioned properties in greater detail.

    Low Deployment Effort

    Network flow data requires the least deployment effort because networks aggregate most of the traffic in a few transit points, such as the internet boundary, and the changes made to those transit points are not often prone to configuration mistakes.

    Everything Is Connected

    From a security perspective, we can assume that most of the devices used by organizations, if not all of them, operate on and interact with a network. Those devices can either be actively controlled by individuals — workstations, mobile devices, etc. — or operated autonomously — servers, security endpoints, etc.

    Furthermore, threat actors typically try to remove traces of their attacks by manipulating security and access logs, but they cannot tamper with network flow data.

    Reliable Visibility

    The data relevant to security investigations is typically collected from two types of sources:

  • Logs from endpoints, servers and network devices, using either an agent or remote logging; or
  • Network flow data from the network infrastructure.
  • The issue with logs is that there will always be connected devices from which an organization cannot collect data. Even if security policies mandate that only approved devices may be connected to a network, being able to ensure that unmanaged devices or services have not been inserted into the network by a malicious user is crucial. Furthermore, history has shown that malicious users actively attempt to circumvent host agents and remote logging, making the log data from those hosts unreliable. The most direct source of information about unmanaged devices is the network.

    Finally, network flow data is explicitly defined by the protocol, which changes very slowly. This is not the case with log data, where formats are very often poorly documented, tied to specific versions, not standardized and prone to more frequent changes.

    Automatically Reduce False Positives

    A firewall or access control list (ACL) permit notification does not mean that a successful communication actually took place. On the other hand, network flow data can be used to confirm that a successful communication took place. Being able to issue an alert unless a successful communication took place can dramatically reduce false positives and, therefore, save precious security analyst time.

    Moving Beyond Traditional Network Data

    Traditional network flow technology was originally designed to provide network administrators with the ability to monitor their network and pinpoint network congestion. More recently, security analysts discovered that network flow data was also useful to help them find network intrusions. However, basic network flow data was never designed to detect the most sophisticated advanced persistent threats (APTs). It does not provide the necessary in-depth visibility, such as the hash of a file transferred over a network or the detected application, as opposed to the port number, to name a few. By lacking this level of visibility, traditional network flow data greatly limits the ability to provide actionable information about a cyber incident.

    Given the increasing level of sophistication of attacks, certain communications, such as inbound traffic from the internet, should be further scrutinized and inspected with a purpose-built solution. The solution must be able to perform detailed packet dissection and analysis — at line speed and in passive mode — and deliver extensive and enriched network flow data through a standard protocol such as IPFIX, which defines how to format and transfer IP flow data from an exporter to a collector.

    The resulting enriched network flow data can be used to augment the prioritization of relevant alerts. Such data can also accelerate alert-handling research and resolution.

    Why You Should Anaylze Network Flow Data?

    Network flow data is a crystal ball into your environment because it delivers much-needed and immediate, in-depth visibility. It can also help security teams detect the most sophisticated attacks, which would otherwise be missed if investigation relied solely on log data. By reconciling network flow data with less-reliable log data, organizations can detect attacks more capably and conduct more thorough investigations. The bottom line is that network flow data can help organizations catch some of the most advanced attacks that exist, and it should not be ignored.

    Tags: Access Management | Advanced Persistent Threat (APT) | Breach | Data Protection | Incident Response (IR) | Network | Network Forensics | Network Security | Security Analytics | Threat Detection Jean-Luc Labbé

    Security Channels Business Development Leader, IBM

    Jean-Luc Labbé has about 20 years of experience in security. He has held different positions at IBM Security, Q1 Labs,... 3 Posts What’s new
  • ArticleOvercoming the Electronics Industry’s Insecurity Over Industrial IoT Deployments
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  • ArticleSimplify Your Security With an Open Cloud-Based Platform
  • Security Intelligence Podcast Share this article: Share Why You Should Start Leveraging Network Flow Data Before the Next Big Breach on Twitter Share Why You Should Start Leveraging Network Flow Data Before the Next Big Breach on Facebook Share Why You Should Start Leveraging Network Flow Data Before the Next Big Breach on LinkedIn More on Network Illustration of a magnifying glass with a skull and crossbones. ArticleIs Malware Analysis Right for Your Business? A hand holding a magnifying glass over a computer screen: how to detect a breach in your network ArticleDon’t Dwell On It: How to Detect a Breach on Your Network More Efficiently IBM integration engineer Tone Johnson takes pride in being both technical and creative ArticleListen to the Music of Technology With Integration Engineer Tone Johnson A professional thinking while using a laptop in an office: SIEM ArticleNot Your Grandfather’s SIEM: 5 Signs That You Should Reconsider Your Current SIEM Deployment

    Social media: The advertising mix, and combined marketing communications | killexams.com real questions and Pass4sure dumps

    Twitter Facebook Google+ WhatsApp LinkedIn Pinterest Email

    Integrated marketing communicationsWhat is IMC?

    Integrated marketing communications (IMC) is the managing code groups follow to communicate with their target audience. A direct way to make your strategies effective is to buy Instagram followers. Integrated marketing communications tries to organize and control the numerous components of the advertising mix—publicity, personal selling, public relations, positive, direct marketing, and sales promotion—to make a combined customer-focused communication and, consequently, accomplish various administrative objectives.

    Nevertheless, the utensils and approaches for connecting with customers have transformed meaningfully with the appearance of the phenomenon known as social media, also denoted as consumer-generated broadcasting. This form of broadcasting “describes a variety of new sources of online information that are created, initiated, circulated and used by consumers intent on educating each other about products, brands, services, personalities, and issues” (Blackshaw & Nazzaro, 2004).

    How to use Instagram as a tool?

    Social media includes a wide variety of online, word-of-mouth scenes including blogs, company-sponsored debate panels and chat rooms, consumer-to-consumer e-mail, consumer product or service ratings websites and forums, Internet discussion boards and forums, blogs containing digital audio, images, shows, or pictures), and social networking webpages, to name a few. Social media channels are numerous and wide-ranging.

    The 21st century is perceiving an outburst of Internet-based communications spread through these broadcasting. They have developed a major influence in persuading various facets of customer behavior including consciousness, data acquirement, thoughts, approaches, purchase conduct, and post-purchase statement and evaluation. Regrettably, the popular commercial press and educational writings offers advertising administrators very little leadership for including social media into their IMC tactics. Thus, many managers want a full appreciation for social media’s part in the company’s publicity struggles. Even though social media is enlarging the sway consumer-to-consumer chats have in the marketplace, approaches for determining those chats have not yet been expressed.

    Ideas presented

    The ambition of this piece is threefold. First, we suggest that social media be deliberated a hybrid element of the advertising mix and as a result be integrated as an integral part of the organization’s IMC approach. The second perseverance of the article is to relate and compare the old-fashioned communications pattern that depend on the established advertising mix, essentials which were established and sophisticated over the past 100 years, with the new communications pattern which includes social media. As a final point, we debate procedures by which promotion administrators can form the consumer-to-consumer chats which are now motivating the marketplace to a superior magnitude than ever before.

    Social media’s fusion part in the advertising mix

    It has long been admitted in advertising managing rings that efficacious IMC tactics visibly reproduce the ideals uttered in an administration’s mission declaration and add to the success of the administration’s performance aims. To achieve these purposes, the basics of the advertising mix are cautiously organized so the information spread to the marketplace through these basics regularly converses a fused message that roughly imitates the administration’s vital ideals.

    The first part of social media is reliable with the use of old-fashioned IMC tools. That is, businesses can use social media to chat to their consumers through such platforms as blogs, as well as Facebook and Instagram groups. These media may both be company-sponsored or supported by other people or establishments.

    In a way, the second role of social media would be allowing clients to talk to each other. It is an extension of old-fashioned word-of-mouth statement. The exclusivity resides in the extent of the communication. As an alternative of telling a few friends, customers now have the skill to tell the entire world with a few keystrokes. The problem for administrators becomes: “How can this influence be connected for the advantage of the business?” While corporations cannot straight control consumer-to-consumer communications, they do have the aptitude to impact the discussions that buyers have with one another.

    Instagram as a hybrid

    We debate that social media is a mixture component of the advertising mix because it combines features of traditional IMC utensils with a vastly exaggerated procedure of word-of-mouth whereby advertising executives cannot control the content and regularity of such data. Social media is also a fusion in that it comes from mixed tools and media backgrounds that enable immediate, real-time statement, and consumes multi-media formats (audio and visual presentations) and frequent distribution platforms (Facebook, Instagram, and blogs, with worldwide extent abilities. The occurrence of a highly cultured, traditionally prosperous, and a gradually doubtful and challenging customer population eases its reception in the marketplace.

    We need the acceptance of a new communications pattern that accepts the extensiveness of information now being traded among customers in the social media area. This new prototype reflects social media to be a hybrid section of the advertising mix in that it trusts some of the features of old-fashioned IMC utensils with a highly exaggerated procedure of word-of-mouth communications in which advertising administrators cannot regulate the information and occurrence of such content. This differences severely with the authority administrators are familiarized to training over all parts of data circulation in the old-fashioned pattern. However, advertising administrators do have the skill to form the debate by using the approaches described in this writing.

    Conclusions

    Consumers’ aptitude to unite with one another confines the amount of control companies have over the content and transmission of information.

    The old-fashioned communications pattern, which trusted on the classic publicity mix to create IMC tactics, must offer way to a new pattern that contains all forms of social media as possible tools in planning and applying IMC strategies. Modern marketers cannot overlook the singularity of social media because it has promptly become the de facto modus operandi for buyers who are spreading information on merchandises and services.

    Although promotion executives cannot control material spread through social media, disregarding the actualities of the influence of material communicated through these media sites on buyer performance is equivalent to conceding the communications method to the notions of the marketplace. By containing social media in the advertising mix, these new communication set-ups are given a home-base in typical advertising administration practices and philosophies. This new-found home-base for social media delivers administrators with a better accepting of social media and a background for including it into their IMC tactics, thus more effectually connecting with their objective audience.

    Related


    The Kinds of Data Scientist | killexams.com real questions and Pass4sure dumps

    Executive Summary

    In 2012, HBR dubbed data scientist “the sexiest job of the 21st century”. It is also, arguably, the vaguest. To hire the right people for the right roles, it’s important to distinguish between different types of data scientist. There are plenty of different distinctions that one can draw, of course, and any attempt to group data scientists into different buckets is by necessity an oversimplification. Nonetheless, I find it helpful to distinguish between the deliverables they create. One type of data scientist creates output for humans to consume, in the form of product and strategy recommendations. They are decision scientists. The other creates output for machines to consume like models, training data, and algorithms. They are modeling scientists.

    In 2012, HBR dubbed data scientist “the sexiest job of the 21st century”. It is also, arguably, the vaguest. To hire the right people for the right roles, it’s important to distinguish between different types of data scientist. There are plenty of different distinctions that one can draw, of course, and any attempt to group data scientists into different buckets is by necessity an oversimplification. Nonetheless, I find it helpful to distinguish between the deliverables they create. One type of data scientist creates output for humans to consume, in the form of product and strategy recommendations. They are decision scientists. The other creates output for machines to consume like models, training data, and algorithms. They are modeling scientists.

  • Data science for humans: the consumers of the output are decision makers like executives, product managers, designers, or clinicians. They want to draw conclusions from data in order to make decisions such as which content to license, which sales lead to follow, which medicine is less likely to cause an allergic reaction, which webpage design will lead to more engagement or more purchases, which marketing email will yield higher revenue, or which specific part of a product user experience is suboptimal and needs attention. These data scientists design, define, and implement metrics, run and interpret experiments, create dashboards, draw causal inferences, and generate recommendations from modeling and measurement.
  • Data science for machines: here the consumers of the output are computers which consume data in the form of training data, models, and algorithms. Examples of the work products of these data scientists are: recommendation systems which recommend what shirt a customer might like or what medicine a physician should consider prescribing based on a designed optimization function, such as optimizing for customer clicks or for minimizing readmission rates to the hospital. Depending on the engineering background of these data scientists, these work products are either deployed directly to the production system, or if they are prototypes they are handed off to software engineers to help implement, optimize and scale them.
  • The elusive full stack data scientists do exist, though they are hard to find. In most organizations, it makes sense for data scientists to specialize into one type or another. But data scientist are curious creatures who thrive from being able to creatively dabble; there are benefits to giving them flexibility to work on projects that touch both “types” – both for them and for the organization.   (The sidebar offers more detail on how the two types of data scientists differ not only in their skills and the work they do, but in whom they partner with and their measures of success.)

    A more detailed look at data roles

    In larger and more sophisticated data operations, more fine-grained roles are necessary. Here are five key areas that contribute to data science operations. In small organizations, one person will do several of these things. In slightly bigger teams, each of these may be a role staffed by one or more individuals. In larger operations, each may be a team unto itself. These roles cover the creation, maintenance, and use of data, and are in addition to the data scientists described above (decision scientists and modeling scientists).

  • Data infrastructure: data ingestion, availability, operations, access, and running environments to support workflows of data scientists. e.g. running Kafka and a Hadoop cluster
  • Data engineering: determination of data schemas needed to support measurement and modeling needs, and data cleansing, aggregation, ETL, dataset management
  • Data quality and data governance: tools, processes, guidelines to ensure data is correct, gated and monitored, documented, standardized. This includes tools for data lineage and data security.
  • Data analytics engineering: enabling data scientists focused on analytics to scale via analytics applications for internal use, e.g. analytics software libraries, productizing workflows, and analytic microservices.
  • Data-product product manager: creating products for internal customers to use within their workflow, to enable incorporation of measurement created by data scientists. Examples include: a portal to read out results of A/B tests, a failure analysis tool, or a dashboard that enables self serve data and root cause diagnosing of changes to metrics or model performance.
  • Who to hire

    So which kind of data scientist should you be recruiting? To answer that question, first decide what stage you are in with your data operation, and second ask how vital data is to your product. If you’re a small organization just starting off and hiring your first data scientist, try to hire someone who can span as many of these roles as possible — the elusive full stack data scientist. If you’re larger or farther along in your data operation, the answer will depend more on how essential data is to your product. If your product is going to depend on machine learning from inception, you’ll need machine learning expertise in your first hire, or your first leader. If, by contrast, you’re looking to identify product opportunities or to improve general decision-making throughout the organization, you’ll need someone more trained in decision science, descriptive and predictive analytics, and statistics, and someone who can translate how to use data across the leadership team and to non-technical partners.

    Finally, if you don’t have internal data in a format that is consumable or reasonable, you will need a data scientist with a strong enough engineering or computer science background that they can work with engineers to guide what data must be captured and how, before they can start their work.

    How to organize

    Much has already been written about how data science functions should be organized. Perhaps the most important point is that if data science is a strategic differentiator for the organization, the head of the data science unit should ideally report into the CEO. If this is not possible, they should at least report into someone who understands data strategy and is willing to invest to give it what it needs. Data science has its own skillset, workflow, tooling, integration processes, culture; if it is critical to the organization it is best to not bury it under a part of the organization with a different culture.

    The other big question is whether and how to embed data science into the different business lines. There are three basic models: centralized in one data science team, distributed throughout the business lines, or a hybrid between the two where you have a centralized team reporting into one head, but physically co-locate and embed teams of data scientists into business units long term. Unless your data operation includes several hundreds of employees, it’s pretty clear at this point that the hybrid model is most effective. (If you reach this scale, a fully distributed model can make sense, but very few companies work this way.)

    In the hybrid model, the centralization in reporting structure enables data scientists to have career progression and growth in a ladder specialized for data scientists, to grow with and be assessed against their peers, and to facilitate and ensure that best practices will be shared across them since they are not each in their own silos. (Establishing this peer group is key; data scientists are curious creatures that want to grow and learn from each other.) Due to the reporting structure, it also enables the leader to more easily promote internal mobility across business groups; this cross-pollination across the company is usually a large benefit.

    At the same time, embedding within business groups enables data scientists to establish themselves as domain experts in their business group, and develop a rapport with business partners as an essential long-term part of the team. This partnership will provide the data scientists with rich business context, enabling them to have maximal impact by truly understanding and guiding what business priorities should be addressed using data, and how.

    What data scientists need to succeed

    Although different kinds of data scientists may have different specialties or duties, there are a few things they all need to succeed. They need business partners who can help them integrate into the core business line and product line. They need data partners — such as software application engineers and data infrastructure engineers — who help ensure the necessary foundational data instrumentation and data feeds are correct, complete, and accessible. And they need leaders willing to invest in the foundations necessary for their work, including data quality, data management, data visualization and access platforms, and a culture of expecting data to be part of the process of business and product development. Key to this is allotting appropriate (and often underestimated) time within the development process for data and measurement. Far too often, product and software teams think of data and measurement as something they can quickly “add on” at the end.

    A final piece of advice for those hiring data scientists: Look for people who are in love with solving problems, not with specific solutions or methods, and for people who are incredibly collaborative. No matter what kind of data scientist you are hiring, to be successful they need to be able to work alongside a vast variety of other job functions — from engineers to product managers to marketers to executive teams. Finally, look for people who have high integrity. As a society, we have a social responsibility to use data for good, and with respect. Data scientists hold the responsibility for data stewardship inside and outside the organization in which they work.



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    HP HP0-A24 Exam (NonStop Data Communication Basics) Detailed Information



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