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642-655 WAASFE-Wide zone Application Services for domain Engineers

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642-655 exam Dumps Source : WAASFE-Wide zone Application Services for domain Engineers

Test Code : 642-655
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Vendor cognomen : Cisco
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Cisco Cisco WAASFE-Wide zone Application

Cisco Unites SD-WAN and safety to address the unique Cloud edge | killexams.com real Questions and Pass4sure dumps

LAS VEGAS, NV, Cisco associate Summit—November 13, 2018 — Cisco is unifying its safety and software-described wide enviornment community (SD-WAN) technologies to support groups embody the cloud quicker with alternative and confidence. 

The WAN is undergoing an intensive transformation. nowadays, organizations host their applications in distinctive clouds – public, deepest and SaaS. the manner americans work has likewise changed; personnel link from coffee shops and airport lounges, as a substitute of just the workplace. Now, agencies must depend on the internet to connect clients to business-important applications. This has resulted in a unique Cloud aspect – the intersection of networking and security.

until now, SD-WAN solutions occupy compelled IT to choose from utility savor or safety. by route of evolving its SD-WAN portfolio, Cisco is addressing the brand unique realities of the Cloud side. Cisco SD-WAN can aid IT bring greater software experiences and manufacture clients more productive with unmatched simplicity and scale. And now, greatest-of-breed security will likewise be with ease enabled anyplace it is needed, from the fork to the cloud.

“The emergence of the unique Cloud facet is disrupting their consumers’ network and safety architectures. these days, each WAN tackle should become software defined and cozy,” talked about Scott Harrell, senior vice chairman and familiar manager, commercial enterprise Networking at Cisco. “Cisco’s SD-WAN makes it handy for valued clientele to find the very best of networking and protection. we're constructing a bridge to a brand unique company world that speeds their shoppers’ capability to liberate the vigour of the cloud — quicker with much less possibility.”

Cisco SD-WAN: basic, at ease, Scalable

Cisco SD-WAN is built to exploit nowadays’s most pressing considerations, yet bendy adequate to address the challenges of day after today. unique improvements encompass:

  • Fusing protection with SD-WAN: From utility-aware enterprise firewall and intrusion prevention, to URL filtering, superior protection is now integrated into Cisco SD-WAN contraptions and managed via a single pane of glass. And Cisco SD-WAN is totality powered through Talos, the trade’s most powerful cyber threat intelligence solution.
  • Simplifying Cloud protection Deployments: by using integrating Cisco SD-WAN with Cisco Umbrella, entry to malicious locations will likewise be blocked before a connection is ever established.
  • applications experience: Cisco has partnered with Microsoft to enlarge the office 365 application journey for clients. unlike different vendors, Cisco SD-WAN screens in actual-time totality accessible paths to the Microsoft office 365 cloud. the usage of Microsoft workplace URLs, Cisco is additionally able to verify the closest cloud, leading to up to 40 percent sooner efficiency for clients.
  • Open and Programmable: With open APIs, Cisco SD-WAN offers provider suppliers and partners the possibility to create Interesting unique features. To aid developers and community engineers innovate, Cisco DevNet has created unique SD-WAN discovering labs and sandboxes.
  • New SD-WAN Infrastructure: With the area’s broadest SD-WAN portfolio powered by route of Viptela and Meraki, Cisco is offering even more options for purchasers with two unique built-in functions Routers (ISR) designed for minuscule and expansive department workplaces.
  • quick delivery provider: Cisco is additionally helping shoppers accelerate SD-WAN deployments and reduce risk via a unique SD-WAN brief birth service.  For a fixed-fee, clients find access to far off implementation and capabilities switch capabilities to streamline tasks. 
  • convenient to purchase and manipulate: Cisco has made it less complicated to consume and manage the unique solution. both the community and safety can be bought through a single license model and managed via a single interface.
  • Availability

  • Cisco SD-WAN security and Microsoft office 365 software: nascence Q4CY2018
  • Cisco ISR 1111X-8P and 4461 are available now
  • extra supplies

    About Cisco

    Cisco (NASDAQ: CSCO) is the international technology chief that has been making the information superhighway work seeing that 1984. Their americans, products, and companions support society securely link and seize day after today's digital possibility these days. ascertain more at thenetwork.cisco.com and celebrate us on Twitter at @Cisco.  RSS Feed for Cisco: http://newsroom.cisco.com/rss-feeds

    # # #

    Cisco and the Cisco brand are trademarks or registered emblems of Cisco and/or its associates within the U.S. and different international locations. a listing of Cisco's trademarks will likewise be found at www.cisco.com/go/emblems. Third-celebration logos mentioned are the property of their respective homeowners. the employ of the word companion doesn't imply a partnership relationship between Cisco and some other business.


    New software From Cisco goals CIOs dealing with Complexity | killexams.com real Questions and Pass4sure dumps

    Taking its cue from chief advice officers, Cisco systems Inc. on Tuesday unveiled unique networking utility with baked-in safety facets, a walkaway aimed toward enabling agencies to link a ways-flung laborers to key business functions – whether or not they’re within the workplace, a espresso store or an airport lounge, Cisco officials observed.

    The enterprise’s unique utility-described vast zone network technology, or SD-WAN, is aimed at assisting CIOs who are struggling to convey IT techniques which are attainable to employees devoid of being liable to cyber assaults, talked about David Goeckeler, government vice president and prevalent manager of Cisco’s networking and safety company.  

    To provide equipped entry to enterprise tools and facts, a transforming into variety of CIOs are counting on a amalgam of public and private clouds, on-premise facts facilities, the information superhighway and other networks, many of which they carry out not control, Mr. Goeckeler advised CIO Journal.

    As such, he provides, they could no longer deal with safety as an “after-thought” via layering it on arrogate of particular person instruments or functions.

    “rather than inserting protection into the present community, the community has to become Part of the security architecture,” he mentioned.

    security features built into Cisco’s unique SD-WAN application encompass utility-mindful enterprise firewall, intrusion prevention, and URL filtering, among others.

    The application, which could be covered in some Cisco routing devices and may be enabled in others, requires a subscription license, with ordinary fees in response to carrier bandwidth.

    The flood is a component of an ongoing strategy shift at Cisco, which in the past has relied on one-time income of router, switches and other networking machine.  

    Chuck Robbins, Cisco’s chief govt, said its unique strategy displays the reality faced by route of CIOs and the manner groups are leveraging digital technology.

    “the realm they’re in nowadays is extra complicated than what they expected,” Mr. Robbins observed, citing multi-cloud systems, tons of of application-as-a-service tools, data analytics and an “explosion of connectivity,” as greater groups look to digital capabilities for an zone over rivals.  

    “That transition is so principal to their purchasers it allows for a shift in their enterprise model,” Mr, Robbins talked about.

    There are signs that enlarge its application business is paying off. Cisco in August reported its third-consecutive quarter of profits increase, following two years of declines.


    Cisco updates SD-WAN portfolio with unique protection points | killexams.com real Questions and Pass4sure dumps

    Cisco on Tuesday rolled out updates to its utility-described broad enviornment community (SD-WAN) portfolio. The networking giant spoke of the updates purpose to bridge the pocket between safety, flexibility and consumer experiences.

    among the key updates, Cisco mentioned it be integrating application-mindful commercial enterprise firewall, intrusion prevention, and URL filtering into Cisco SD-WAN devices, even if Meraki or Viptela. Cisco is likewise integrating SD-WAN with Cisco Umbrella in an ail to manufacture it less difficult for customers to dam malicious locations earlier than a connection is dependent.

    Cisco is additionally expanding its partnership with Microsoft to bolster the Office365 utility adventure for joint clients. certainly, the usage of Microsoft office URLs, Cisco SD-WAN might be able likewise to investigate the closest cloud, resulting in up to forty p.c sooner efficiency for users, the company referred to.

    in the meantime, DevNet, Cisco's developer application, is introducing unique SD-WAN learning labs and sandboxes to give builders entry to Cisco SD-WAN's programmability. ultimately, with some pricing and structure tweaks, Cisco is making it so customers should purchase each community and protection via a single license mannequin and control them through a single interface.

    old AND linked coverage:

    Cisco adds analytics to its WAN offerings

    A pair of items from the networking colossal permit administrators to hasten the guideline over their WANs.

    Cisco to acquire SD-WAN startup Viptela for $610m

    Cisco has agreed to acquire Viptela in a deal value $610 million to raise its SD-WAN portfolio and quicken up its transition to a subscription-primarily based business model.

    Cisco broadens Tetration analytics attain to information middle, cloud security

    Cisco's draw is to hold the visibility from its Tetration platform to stronger predict and intimate on safety threats.


    642-655 WAASFE-Wide zone Application Services for domain Engineers

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    642-655 exam Dumps Source : WAASFE-Wide zone Application Services for domain Engineers

    Test Code : 642-655
    Test cognomen : WAASFE-Wide zone Application Services for domain Engineers
    Vendor cognomen : Cisco
    practice test : 71 real Questions

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    Help! My Isolator Is Taking Too Long To Degas — What Should I Do? | killexams.com real questions and Pass4sure dumps

    By Herman Bozenhardt and Erich Bozenhardt

    Probably one of the most significant developments in sterilization and aseptic practices in the pharmaceutical business is that of vaporized hydrogen peroxide (VHP) as a contact or “cold” sterilizing agent. The employ of VHP in contained environments has allowed us to decontaminate working spaces, equipment, and materials and has led to the evolution of the trustworthy isolator. This application has led to many years of success and provided assurance that aseptic handling and filling operations are microbial-free. In this article they will focus on filling isolator systems and equipment. Since the employ of this technology began, they occupy been singularly focused on sterility by maximizing injection rates and saturation levels and assuring media fills are successful in qualification testing.

    Another evolution of this technology is the size, complexity, and diversity of isolators the VHP has been applied to. Originally isolators were “boxes” or “cylinders” with lots of injection nozzles and a simple HEPA exhaust scheme. Today the isolators occupy increased in size so much that the height and width require more nozzles and greater gain across the fill deck. In addition, they now occupy isolators with seven to 13 sections, with multiple right angles to adjacent sections where each section can be 10 to 20 meters long, and with several auxiliary docking sections. In totality these cases they compensate with more VHP injection because they need to ensure successful media fills.

    New Reality

    As this expansion of VHP employ and isolator complexity evolves, they occupy driven ourselves directly into the newest class of drug products and occupy “hit the wall.” They occupy discovered many unique therapies that are classified as “ultra-low” potency products (in the microgram and nanogram per ml), biologicals that are sensitive to VHP (and any oxidizer in the vapor phase) and incompatible products (in some cases there was no prior testing or consideration for VHP interaction). In these cases, the residual VHP vapor in the isolator interacts with the open vial of liquid between the dosing nozzles and the capping station and oxidizes the API in the solution. This becomes a more ascetic problem with lyophilized products, where the liquid is exposed from the dosing needle through the fluted stopper and into the lyophilizer itself. This has had a major repercussion on unique installations and CMOs as they acquire unique business in their legacy aseptic filling isolators. In some cases, the residual VHP has attenuated product by 10 to 15 percent potency in gauge fills and up to 25 percent degradation in lyophilized production.

    For the CMO, this often violates many of their gauge practices and crushes their towering self-confidence in their VHP cycle and media fill, and they must mug the reality of many isolator changes and potentially reducing their VHP cycles. This likewise exposes a flaw: that some isolator VHP residual levels occupy never been understood, challenged, or questioned. In many cases with low-potency products or biologicals, they need to set the residual level from the 100 +/- ppm levels to as low as 10 ppb. Some may wonder if this achievable, and the retort is absolutely. However, some practices, equipment, and processes need to change, and for the better. They will now explore the process of degassing and removing residual VHP via aeration from the various commercial isolators.

    Wrong “Solutions”

    As they occupy dealt with these issues on a global level, they occupy found folks who assume outside the box and approach the problem with more problems:

  • “Let’s just fill with a higher concentration.” This approach of concentrating the product and letting the degradation hold its toll is foolish. That would require a change to the submission documents and note a want of study of the compatibility of VHP with the product. In addition, the oxidation of the API produces a compound, and now they would occupy introduced a unique impurity. The FDA would be very interested in this.
  • “Let’s enlarge the fill volume.” This is equally inappropriate, as the very issues as above will occur, with a degraded potency and more volume. The residual generated will be questioned, as will the manufacturing submission.
  • “Let’s just HEPA-ventilate until they find a honorable reading.” While this is a compliant solution, it results in a degassing that could hold days or weeks to accomplish. This could occupy a devastating repercussion on product delivery and plant capacity. By using excessive fresh air ventilation, they are likewise stretching the service life of the internal HEPA filters while increasing the operating cost geometrically. The air handling unit (AHU) and cooling costs will drive up the power load.
  • “Let’s contemplate if they can slice back on the validated VHP cycle and contemplate what happens.” This is a risky approach, since any change to the process would require a change control and re-execution of media fills. Without any engineering changes, this is a gamble at best.
  • The Best Solution

  • Recognizing VHP and its residual exist and could repercussion the product is the first step in avoiding a problem. It is principal to employ the product and hasten VHP compatibility tests, challenges, and fill trials to congregate data and understand the repercussion before the fill is tech-transferred into the isolator site/environment. This should be done in a pilot plant or, at worst, in a “development” mode with the isolator. This would allow data to be gathered, a judgement reached on impact, and a rational design executed before the fill tech-transfer. This would provide parameters for the residual ppm or ppb of the VHP, the degassing time, and any field-based modifications needed (options below). The careful design of the cycles (both VHP and degassing/aeration) and understanding the VHP levels, temperatures, relative humidity, velocity of aeration, air change rate (ACR) in the isolator, and point HP values via instrumentation is invaluable. A virtual 3D model of the residual VHP generally allows pinpointing the key VHP source. This proactive approach saves time and money and allows for the selection of a best economic solution, which is a tradeoff of engineering technologies and degassing time.
  • Field-Based Solutions

  • One of the most common and overlooked problems is liquid pooling in inescapable areas above and below the fill deck. However, you will never contemplate this at the brief factory acceptance test  (FAT), but after several in house VHP runs a gasket, opening, port, or other point allows moisture collection and it will accommodate dissolved HP. A careful study of the unit during and directly after the VHP routine (of the equipment, the deck, and below the deck) is usually the first step in troubleshooting.
  • The next key zone to ogle for is the elimination of polymer-based materials inside the isolator, especially totality platinum-cured silicon tubing. totality polymer-based material absorbs VHP during the cycle and slowly expresses it, but at a rate that will continue to thwart the degassing. Some polymers are significantly worse than others. The focus is to maximize stainless steel and employ Teflon, polyethylene, and polypropylene only when required. The most detrimental and absorptive polymers are Delrin, polyurethanes, polyamides, polysulfones, and polystyrenes. You must ogle carefully at the materials of construction of your tubing, filters, seals, gaskets, and other polymer-based components. This likewise includes the HEPA filters and mounting systems. The user needs to understand the materials in the HEPA filter frames particularly. In some CMOs, the isolators occupy HEPA filters on the return ducts/plenums. This is to forestall cross-contamination; these filters (polymers) can be removed if the product profile does not accommodate cytotoxics, potent compounds, or dynamic biologics.
  • Along with the polymer-based investigation should be a careful review of the gloves, glove ports, and other interface seals. First check for materials of construction, and then manufacture certain the gloves are totality extended (fingers are not together) and occupy no obscured surfaces or cover a port of another polymer seal. Polymer surfaces trapped against one another can likewise trap and retain VHP and meddle with gardenvariety aeration/degassing.
  • The isolators occupy AHUs that control the air circulating from the isolator deck-level returns. These AHUs occupy cooling coils to control the temperature in the isolator section, which is primarily a cooling function. The coils are fed chilled plant water internally to frosty the air drawn by the blowers, which pushes the air through the HEPAs back to the isolator for downward coverage of the vials. Since the AHUs are a major operating-cost contributor, they occupy been optimized for cost savings and minimum circulation and not for degassing. Rethinking design and orientation are needed to service contemporaneous product lines.
  • The coils are gelid during gardenvariety operations and remain so during the VHP cycle (even if the chilled water supply valve is shut). The coils are an ideal status for water to condense, collect, and retain HP (dissolved hydrogen peroxide). Once pooled in this area, it could hold days to evaporate the water and the HP. This is one of the most prevalent problem areas.

    In order for this zone not to pool liquid and become the HP reservoir for the unit, the control system must condition the isolator coils for a post-batch/pre-VHP cycle. In some designs, there is no temperature control unit (TCU) for heating and the valves control the chilled water going into a recycle mode and slowly let the heat from the isolator and machinery warm the air stream. In a more contemporaneous design (see AHU scheme), a TCU provides either plant irritated water or electrically heated water to elevate the temperature of the coils and the internals of the isolator.

    In this case, during the gardenvariety isolator-filling scheme the programmable logic controller (PLC) controlling the isolator AHU has a chilled water (CW) set point CT that has valve VB controlling the chilled water circulating (valves VA and VD are closed, and VC is open 100 percent). To prepare for the VHP cycle, the PLC needs to enlarge the temperature of the coils above the condensing temperature of the VHP (remember the coils and blower are upstream of the HEPA filters). This temperature should be 35 degrees Celsius and should be attained quickly. This will require a TCU to Come online with its pump, shut VB and VC and open VD 100 percent, and control the temperature by actuating valve VA and putting the TCU mode to heat.

    The next step is to hasten the isolator VHP cycle, knowing the coils are heated. Once the VHP cycle is completed, the degassing should reinitiate the coil-heating cycle and drive the temperature of the entire isolator up and accelerate the degassing, making certain any residual VHP and water/HP evaporates quickly.

    As in totality of these types of applications, a circumstantial time-based analysis of the PLC cycle is critical, as an inadvertent activation of a chilled water line, a wrong set point for a short age of time, or a valve sequenced incorrectly could be the root cause of the AHU problems.

  • One of the most worthwhile investments in an isolator is the VHP/HP absorbing leaven that can be installed in the AHU. These leaven systems are ideal to quickly absorb the VHP from the isolator during their recirculation mode. The key to efficiency of the isolator is its competence to recirculate air and only bleed in “make-up” air. The leaven needs to be placed by leaven experts in coordination with the isolator manufacturer for the revise location, air velocity tests, PLC sequence of when to engage the catalyst, and overall commissioning of the unit. This allows the isolator to hasten in its most efficient (re-circulation) mode and absorb/destroy VHP. This is ideal if it is done in the design of system. If this is done as a retrofit, the isolator will be taken out of service and should be re-commissioned, and re-execution of the media fills would be required.
  • Fan circulation of fresh air and recirculated air is another consideration. As mentioned above, the isolator typically runs in the mode of recirculation and reduced power consumption. The blowers are generally variable frequency drives (VFDs), and the PLC controlling them may not be programmed properly for maximum exhaust. The blower-controlling Part of the PLC must insure the fans are in sync, not inhibited by the power management scheme, and able to generate an exhaust profile that flushes the entire isolator section. It is principal to understand the fluid dynamics in the isolator, not only during the VHP cycle, but the degassing cycle as well. These are different cycles with different objectives, and while dwell time and distribution are key for the VHP injection and downward velocity of .36 to .45 m/s are key for filling, they carry out not necessarily work for the degassing/rapid air egress. The only route to assure ourselves the isolator is being degassed, not leaving “dead zones” or creating vortices that recirculate the air or another anomaly, is to perform a computational fluid dynamic (CFD) model of the isolator. They occupy too many situations where inadequate air turnover and dead zones are caused by tackle position, filling deck height, fan location, and areas not evacuated cleanly. This can likewise be upright of the many “docking station” options. In the end, your understanding of the air velocities, aeration profile, and delta pressure across constrictions is key.
  • An alternative that is very effective, and likewise expensive, is the retrofitting of the filling system with a nitrogen “blow” into the vials, nitrogen backfill at dispense, and nitrogen blanket up to the stoppering zone. This does not better the degassing; however, it protects the product up to a level. If done at the isolator design, the incremental cost is well contained. However, if done as a retrofit, it can cost several million dollars and deliberate operational employ by a year. Another consideration is that relying on a nitrogen headspace to protect the product will repercussion the regulatory filing, as a unique ingredient has been introduced.
  • In summary, troubleshooting of a degassing/aeration problem of an isolator requires a substantial amount of time, analysis, and patience. To reduce a VHP level in an isolator from 50 ppm to 50 ppb could hold months. That is why nitrogen backfilling plus isolator CFD analysis, polymer elimination, and careful temperature control can involve the disagreement in over a year of startup time and higher capacity throughput.

    About The Authors:

    Herman Bozenhardt has 42 years of savor in pharmaceutical, biotechnology, and medical device manufacturing, engineering, and compliance. He is a recognized expert in aseptic filling facilities and systems and has extensive savor in the manufacture of therapeutic biologicals and vaccines. His current consulting work focuses on the areas of aseptic systems, biological manufacturing, and automation/computer systems. He has a B.S. in chemical engineering and an M.S. in system engineering, both from the Polytechnic Institute of Brooklyn. You can gain him at hermanbozenhardt@gmail.com or connect with him on LinkedIn.

    Erich Bozenhardt is the process manager for Integrated Project Services’ process group in Raleigh, NC. He has 12 years of savor in the biotechnology and aseptic processing business and has led several biological manufacturing projects, including cell therapies, mammalian cell culture, and novel delivery systems. He has a B.S. in chemical engineering and an MBA, both from the University of Delaware. You can gain him at ebozenhardt@ipsdb.com or connect with him on LinkedIn.

    Isolator image courtesy of ProSys


    69 Job Openings In Annapolis zone | killexams.com real questions and Pass4sure dumps

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    What is a Senior Data Visualization Engineer? | killexams.com real questions and Pass4sure dumps

    I was asked recently on twitter a question that I’ve been asked in one configuration or another several times since I became a Senior Data Visualization Engineer at Netflix:

    In totality my time writing about the different kinds of data visualization people and how data visualization is stuck in a conservative rut or might be choking itself professionally, I don’t assume I’ve ever directly engaged with what, exactly, it is that I do.

    I‘m always a itsy-bitsy on edge when I find asked this question because normally a question relish this comes from one of two sources: people looking to transition into the profession or people who work alongside the profession who want to better understand it. But in the case of data visualization, this kindhearted of question likewise comes from people in the domain who don’t believe that there is such a profession. So, I occupy to device out if the person is asking me “How carry out I become a successful X” or “How carry out I work better with X/Do I need to hire an X for my team” or “Why carry out you insist that a skill is a profession — there are no Senior Microscope Engineers, you’re just a UI developer you can’t really await me to believe you spend 100% of your time making pie charts you nasty itsy-bitsy fraud.”

    So for clarity’s sake, I’ll retort totality three of those questions.

    Data Visualization Engineering Skills

    Data visualization is not purely technical, it has a tough design ingredient and requires a profound understanding of the speculative factors involved in communicating information visually. But totality the speculative and design information in the world isn’t going to back you if you’ve artificially constrained the possibility space because you don’t know what’s technically feasible with the tools you use. So while it’s not entirely technical, it is strongly technical, and there’s no getting around it.

    That said, the specific skills necessary to engage in the day-to-day tasks of a data visualization engineer depend on the technology in employ where they work. If the go-to routine for presenting data visualization is notebooks or BI tools, then they need to be an expert not only on their employ but likewise on how to thrust and modify them beyond their traditional boundaries. For me and for many data visualization engineers, it means you occupy to occupy a solid understanding of UI evolution so that you can create not only custom data visualization elements but likewise the application and data services necessary for those elements to respond to the spectrum of activity that your stakeholders demand.

    Regardless of the technology, successful data visualization engineers occupy to understand principles of design, both graphical and more generally user-centered design. Analytical applications need to carry out more than technically fulfill some specifications, they need to actually enable readers to find the insights they await to find with the context they need. From a skills perspective you need to develop in three divorce areas:

  • Technically, you need to rigorously hack at data visualization methods and really be able to reproduce any of the charting methods you see. This isn’t because you find merit badges for each chart nature but rather because data visualization is fundamentally combinatorial and the most effectual analytical applications are not a single chart but a combination of several forms of information visualization married together. You can’t manufacture that or even draw for that if you feel relish inescapable channels, layouts or other methods are off limits because you don’t know how to implement them.
  • Theoretically, you need to be able to understand the fundamental principles of visual array of information. You need to know why inescapable visual structures resonate with viewers and which are the most effectual ways to encode information into graphics. It’s not enough to ape the derision of data visualization experts and proclaim “pie charts are bad” or “color is hard”, you occupy to actually understand color and connection and size and how they deliver information.
  • Practically, you need to assume of yourself as a designer first. The real challenge with data visualization is finding out what your readers want, which only happens if you can distill the problem as expressed by their feature requests, the artifacts they’ve already produced and the actual structure of the data. This touches on interaction design, information design and graphic design. That’s a lot of design.
  • Roughly speaking, I passed through those different periods in that order but I don’t assume that particular path is the right one to be an effectual data visualization engineer. It’s more principal that you recognize which mode you are in, and whether you feel you are as advanced in each zone as you are in your strongest.

    Do I need a Data Visualization Engineer?

    Specialized positions that focus on data visualization are just relish specialized positions that focus on design or data engineering. In minuscule companies or in otherwise constrained environments where the only person who needs to understand a data visualization product is the person who made it or their team, a specialist might be superfluous. The value of a specialized position comes in three primary situations:

  • Large-scale applications built for multiple stakeholders across and organization who carry out not totality participate the very context or level of domain expertise. In these cases, the data visualization specialist can through interview with stakeholders and review of existing data visualization products synthesize an application that is not only as effectual as the existing tools for stakeholders but is more broadly accessible.
  • Views into tangled data-driven aspects of a business, especially those being supported or supplanted by machine learning, where determination makers need to confidence the algorithms that are replacing their intuition. Data visualization of the performance of algorithms for the purpose of identifying anomalies and generating confidence is going to be the major growth zone in data visualization in the coming years.
  • Building prototypes. Along with large-scale applications, there are experimental approaches that can be better served with novel data visualization, or bespoke products meant for very specific audiences where the configuration can be more exotic than a traditional dashboard. Success in those cases depends on someone having the talent to be able to build tangled data visualization but likewise occupy the understanding of what rules can be bent or broken in very specific employ cases.
  • An instance of a bespoke data visualization product developed at Netflix for a very particular employ case where the aesthetic and duty of this kindhearted of map was well-suited, even though in gardenvariety analytical mapping applications this would be considered problematic in several ways.

    If you want to be successful in data visualization in industry you need to understand the job. While the role varies, it mostly involves developing views of data for stakeholders, who typically are executives, product managers and data scientists. It differs from an analyst role in that the focus is not on a question but rather on an audience that typically needs something more than a single report and who expects views into the data that generate more than just the expected insights. This means fulfilling whatever basic feature requests the stakeholders occupy but likewise bringing with those features novel views into the data that leverage a familiarity with the capabilities of advanced data visualization. totality that means fostering ambitious and innovative views that stakeholders may initially be uncomfortable with.

    Those stakeholders will present their feature requests in different ways depending on their own practice.

  • Product Managers will typically talk about the data itself, and often plunge back into the forbear “just note me the data”. They inquire for download buttons so they can find a CSV or the queries that drive the view, and while ad hoc analysis will always occur, it’s these requests that are the most fertile for data visualization, because when you dive into them you find out that they perform ad hoc requests to betray patterns that are not so effortless to contemplate with off-the-shelf tools or traditional data visualization methods. disagreement charts, connected scatterplots and boxplot train occupy totality Come out of requests to “show me the data” that, when translated, really meant they wanted to contemplate some higher order structure in what they thought could only be presented as a time train or a bar chart.
  • Data Scientists might Come to you with the very questions but often Come with feature requests that ogle relish notebooks. Using ggplot2 or the equivalent, they occupy a preferred data visualization routine that they were able to develop in an analysis of a fixed dataset that now they want to contemplate integrated into a more broadly accessible dashboard or other internal application. This requires that you understand how to recreate what can be significantly complicated charts and, even more challenging, how to manufacture those charts interactive and dynamic.
  • A chart that began its life as a static data visualization in a Jupyter notebook and was eventually deployed in an interactive configuration with annotations and improved styling in an internal application
  • By executives I don’t necessarily involve C-level but determination makers who ogle to data visualization for context and high-level insights. This could be the stereotypical “busy executive” that shows up often in data visualization manuals, but it could likewise be the audience for a presentation that doesn’t occupy the very depth of information about the source material. In these cases, a data visualization engineer needs the skills and information to back facilitate communication of insights and points of interest using color, annotations and other techniques drawing on visual cognition.
  • But Is It a Profession

    When I wrote If Data Visualization is So Hot, Why Are People Leaving? I received, as I’d hoped, some pushback about whether or not there even was such a thing as a “data visualization engineer”. Among those pushing back was Stephen Few, a respected author of multiple data visualization manuals. That pushback was no surprise, rather it echoes what I’ve heard many times within the data visualization community. Many people that you would assume of as colocated with me in some tidy Venn diagram instead bristle at the concept of data visualization being a upright profession, and prefer to label themselves something more generic, relish a UI or replete Stack Developer, or even proceed so far as to orient their career in such a route as to deemphasize their earlier focus on data visualization in favor of a focus on data engineering or data science.

    When I first started writing this piece, I planned to directly engage with these arguments, but now, having dealt with the technical and organizational aspects of what it takes to be a data visualization engineer, I feel relish I don’t occupy much else to add. Only that: data visualization is a broad and challenging domain and the communication of information using graphics relies enough on a specific set of theory and exercise that it justifies a specialist as much as any of the other data-oriented careers.

    As an aside: I relish Stephen Few, and more importantly I assume he’s honorable for the field. I met him once and he was thoughtful and engaged even though I talked about network data visualization, which would excuse any ill behavior from any person. I don’t assume he’s 100% revise about data visualization, but I carry out respect his willingness to actively and publicly engage on the subject, and respond critically when he thinks someone isn’t being rigorous or professional. It’s a shame, in fact, that there are so few people willing to engage publicly in a censorious manner and that when people carry out they are chastised as impolite. If Stephen hadn’t responded publicly to my earlier comment, I’d be forced to refer obliquely to other data visualization theorists who occupy said the very thing but only in private communication, which not only makes for weaker writing, it makes for a weaker profession.



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