Note that the knowledge for each level is cumulative; being at
level n implies that you also know everything from the
levels lower than n.

Computer Science
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
data structures Doesn’t know the difference between Array and LinkedList Able to explain and use Arrays, LinkedLists, Dictionaries etc in practical programming tasks Knows space and time tradeoffs of the basic data structures, Arrays vs LinkedLists, Able to explain how hashtables can be implemented and can handle collisions, Priority queues and ways to implement them etc. Knowledge of advanced data structures like B-trees, binomial and fibonacci heaps, AVL/Red Black trees, Splay Trees, Skip Lists, tries etc.  
algorithms Unable to find the average of numbers in an array (It’s hard to believe but I’ve interviewed such candidates) Basic sorting, searching and data structure traversal and retrieval algorithms Tree, Graph, simple greedy and divide and conquer algorithms, is able to understand the relevance of the levels of this matrix. Able to recognize and code dynamic programming solutions, good knowledge of graph algorithms, good knowledge of numerical computation algorithms, able to identify NP problems etc. Working with someone who has a good topcoder ranking would be an unbelievable piece of luck!
systems programming Doesn’t know what a compiler, linker or interpreter is Basic understanding of compilers, linker and interpreters. Understands what assembly code is and how things work at the hardware level. Some knowledge of virtual memory and paging. Understands kernel mode vs. user mode, multi-threading, synchronization primitives and how they’re implemented, able to read assembly code. Understands how networks work, understanding of network protocols and socket level programming. Understands the entire programming stack, hardware (CPU + Memory + Cache + Interrupts + microcode), binary code, assembly, static and dynamic linking, compilation, interpretation, JIT compilation, garbage collection, heap, stack, memory addressing…  
Software Engineering
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
source code version control Folder backups by date VSS and beginning CVS/SVN user Proficient in using CVS and SVN features. Knows how to branch and merge, use patches setup repository properties etc. Knowledge of distributed VCS systems. Has tried out Bzr/Mercurial/Darcs/Git  
build automation Only knows how to build from IDE Knows how to build the system from the command line Can setup a script to build the basic system Can setup a script to build the system and also documentation, installers, generate release notes and tag the code in source control  
automated testing Thinks that all testing is the job of the tester Has written automated unit tests and comes up with good unit test cases for the code that is being written Has written code in TDD manner Understands and is able to setup automated functional, load/performance and UI tests  
Programming
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
problem decomposition Only straight line code with copy paste for reuse Able to break up problem into multiple functions Able to come up with reusable functions/objects that solve the overall problem Use of appropriate data structures and algorithms and comes up with generic/object-oriented code that encapsulate aspects of the problem that are subject to change.  
systems decomposition Not able to think above the level of a single file/class Able to break up problem space and design solution as long as it is within the same platform/technology Able to design systems that span multiple technologies/platforms. Able to visualize and design complex systems with multiple product lines and integrations with external systems. Also should be able to design operations support systems like monitoring, reporting, fail overs etc.  
communication Cannot express thoughts/ideas to peers. Poor spelling and grammar. Peers can understand what is being said. Good spelling and grammar. Is able to effectively communicate with peers Able to understand and communicate thoughts/design/ideas/specs in a unambiguous manner and adjusts communication as per the context This is an often under rated but very critical criteria for judging a programmer. With the increase in outsourcing of programming tasks to places where English is not the native tongue this issue has become more prominent. I know of several projects that failed because the programmers could not understand what the intent of the communication was.
code organization within a file no evidence of organization within a file Methods are grouped logically or by accessibility Code is grouped into regions and well commented with references to other source files File has license header, summary, well commented, consistent white space usage. The file should look beautiful.  
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
code organization across files No thought given to organizing code across files Related files are grouped into a folder Each physical file has a unique purpose, for e.g. one class definition, one feature implementation etc. Code organization at a physical level closely matches design and looking at file names and folder distribution provides insights into design  
source tree organization Everything in one folder Basic separation of code into logical folders. No circular dependencies, binaries, libs, docs, builds, third-party code all organized into appropriate folders Physical layout of source tree matches logical hierarchy and organization. The directory names and organization provide insights into the design of the system. The difference between this and the previous item is in the scale of organization, source tree organization relates to the entire set of artifacts that define the system.
code readability Mono-syllable names Good names for files, variables classes, methods etc. No long functions, comments explaining unusual code, bug fixes, code assumptions Code assumptions are verified using asserts, code flows naturally – no deep nesting of conditionals or methods  
defensive coding Doesn’t understand the concept Checks all arguments and asserts critical assumptions in code Makes sure to check return values and check for exceptions around code that can fail. Has his own library to help with defensive coding, writes unit tests that simulate faults  
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
error handling Only codes the happy case Basic error handling around code that can throw exceptions/generate errors Ensures that error/exceptions leave program in good state, resources, connections and memory is all cleaned up properly Codes to detect possible exception before, maintain consistent exception handling strategy in all layers of code, come up with guidelines on exception handling for entire system.  
IDE Mostly uses IDE for text editing Knows their way around the interface, able to effectively use the IDE using menus. Knows keyboard shortcuts for most used operations. Has written custom macros  
API Needs to look up the documentation frequently Has the most frequently used APIs in memory Vast and In-depth knowledge of the API Has written libraries that sit on top of the API to simplify frequently used tasks and to fill in gaps in the API E.g. of API can be Java library, .net framework or the custom API for the application
frameworks Has not used any framework outside of the core platform Has heard about but not used the popular frameworks available for the platform. Has used more than one framework in a professional capacity and is well-versed with the idioms of the frameworks. Author of framework  
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
requirements Takes the given requirements and codes to spec Come up with questions regarding missed cases in the spec Understand complete picture and come up with entire areas that need to be speced Able to suggest better alternatives and flows to given requirements based on experience  
scripting No knowledge of scripting tools Batch files/shell scripts Perl/Python/Ruby/VBScript/Powershell Has written and published reusable code  
database Thinks that Excel is a database Knows basic database concepts, normalization, ACID, transactions and can write simple selects Able to design good and normalized database schemas keeping in mind the queries that’ll have to be run, proficient in use of views, stored procedures, triggers and user defined types. Knows difference between clustered and non-clustered indexes. Proficient in use of ORM tools. Can do basic database administration, performance optimization, index optimization, write advanced select queries, able to replace cursor usage with relational sql, understands how data is stored internally, understands how indexes are stored internally, understands how databases can be mirrored, replicated etc. Understands how the two phase commit works.  
Experience
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
languages with professional experience Imperative or Object Oriented Imperative, Object-Oriented and declarative (SQL), added bonus if they understand static vs dynamic typing, weak vs strong typing and static inferred types Functional, added bonus if they understand lazy evaluation, currying, continuations Concurrent (Erlang, Oz) and Logic (Prolog)  
platforms with professional experience 1 2-3 4-5 6+  
years of professional experience 1 2-5 6-9 10+  
domain knowledge No knowledge of the domain Has worked on at least one product in the domain. Has worked on multiple products in the same domain. Domain expert. Has designed and implemented several products/solutions in the domain. Well versed with standard terms, protocols used in the domain.  
Knowledge
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
tool knowledge Limited to primary IDE (VS.Net, Eclipse etc.) Knows about some alternatives to popular and standard tools. Good knowledge of editors, debuggers, IDEs, open source alternatives etc. etc. For e.g. someone who knows most of the tools from Scott Hanselman’s power tools list. Has used ORM tools. Has actually written tools and scripts, added bonus if they’ve been published.  
languages exposed to Imperative or Object Oriented Imperative, Object-Oriented and declarative (SQL), added bonus if they understand static vs dynamic typing, weak vs strong typing and static inferred types Functional, added bonus if they understand lazy evaluation, currying, continuations Concurrent (Erlang, Oz) and Logic (Prolog)  
codebase knowledge Has never looked at the codebase Basic knowledge of the code layout and how to build the system Good working knowledge of code base, has implemented several bug fixes and maybe some small features. Has implemented multiple big features in the codebase and can easily visualize the changes required for most features or bug fixes.  
knowledge of upcoming technologies Has not heard of the upcoming technologies Has heard of upcoming technologies in the field Has downloaded the alpha preview/CTP/beta and read some articles/manuals Has played with the previews and has actually built something with it and as a bonus shared that with everyone else  
  2n (Level 0) n2 (Level 1) n (Level 2) log(n) (Level 3) Comments
platform internals Zero knowledge of platform internals Has basic knowledge of how the platform works internally Deep knowledge of platform internals and can visualize how the platform takes the program and converts it into executable code. Has written tools to enhance or provide information on platform internals. For e.g. disassemblers, decompilers, debuggers etc.  
books Unleashed series, 21 days series, 24 hour series, dummies series… Code Complete, Don’t Make me Think, Mastering Regular Expressions Design Patterns, Peopleware, Programming Pearls, Algorithm Design Manual, Pragmatic Programmer, Mythical Man month Structure and Interpretation of Computer Programs, Concepts Techniques, Models of Computer Programming, Art of Computer Programming, Database systems , by C. J Date, Thinking Forth, Little Schemer  
blogs Has heard of them but never got the time. Reads tech/programming/software engineering blogs and listens to podcasts regularly. Maintains a link blog with some collection of useful articles and tools that he/she has collected Maintains a blog in which personal insights and thoughts on programming are shared  

Thanks to John Haugeland for a
reformatting of it that works much more nicely on the web.

Programmer Competency Matrix--ref--http://sijinjoseph.com/programmer-competency-matrix/的更多相关文章

  1. How to solve Original Tango programmer”Hardware not Found”?

    Original Tango programmer is a new generation of transponder programmer which is developed to cover, ...

  2. BeeProg2C Extremely fast universal USB interfaced programmer

    http://www.elnec.com/products/universal-programmers/beeprog2c/ FPGA based totally reconfigurable 48  ...

  3. Convert Adjacency matrix into edgelist

    Convert Adjacency matrix into edgelist import numpy as np #read matrix without head. a = np.loadtxt( ...

  4. LeetCode: Spiral Matrix 解题报告

    Spiral MatrixGiven a matrix of m x n elements (m rows, n columns), return all elements of the matrix ...

  5. Android笔记——Matrix

    转自:http://www.cnblogs.com/qiengo/archive/2012/06/30/2570874.html#translate Matrix的数学原理 在Android中,如果你 ...

  6. [LeetCode] Kth Smallest Element in a Sorted Matrix 有序矩阵中第K小的元素

    Given a n x n matrix where each of the rows and columns are sorted in ascending order, find the kth ...

  7. [LeetCode] Longest Increasing Path in a Matrix 矩阵中的最长递增路径

    Given an integer matrix, find the length of the longest increasing path. From each cell, you can eit ...

  8. [LeetCode] Search a 2D Matrix II 搜索一个二维矩阵之二

    Write an efficient algorithm that searches for a value in an m x n matrix. This matrix has the follo ...

  9. [LeetCode] Search a 2D Matrix 搜索一个二维矩阵

    Write an efficient algorithm that searches for a value in an m x n matrix. This matrix has the follo ...

  10. 【原创】开源Math.NET基础数学类库使用(04)C#解析Matrix Marke数据格式

                   本博客所有文章分类的总目录:[总目录]本博客博文总目录-实时更新  开源Math.NET基础数学类库使用总目录:[目录]开源Math.NET基础数学类库使用总目录 前言 ...

随机推荐

  1. angular resolve路由

    import { Resolve, ActivatedRouteSnapshot, RouterStateSnapshot, Router } from "@angular/router&q ...

  2. 原码、反码、补码及位操作符,C语言位操作

    计算机中的所有数据均是以二进制形式存储和处理的.所谓位操作就是直接把计算机中的二进制数进行操作,无须进行数据形式的转换,故处理速度较快. 1.原码.反码和补码 位(bit) 是计算机中处理数据的最小单 ...

  3. dubbo 面试题

      dubbo是什么 dubbo是一个分布式框架,远程服务调用的分布式框架,其核心部分包含:集群容错:提供基于接口方法的透明远程过程调用,包括多协议支持,以及软负载均衡,失败容错,地址路由,动态配置等 ...

  4. React学习笔记一

    我是通过script src的方式引入的react的相关文件,本次学习顺序按照<React快速上手开发>一书的顺序学习的, 本篇博客笔记地址:http://note.youdao.com/ ...

  5. SHELL编程规范与变量

    shell相比标准开发语言比如JAVA,C,C++来说还是比较简单的,其实就是一堆命令的集合而已,初学者从简单的shell脚本学起,至于shell编程还是要有编程思想在里面,因此,循序渐进很重要,先研 ...

  6. ionic4 refresh组件位置变更:Ignored attempt to cancel a touchmove event with cancelable=false

    io3 中 refresh组件位置可不定: io4 中 须置顶,否则报错,此外complete方法的调用位置改为target属性 参考:https://github.com/ionic-team/io ...

  7. 基于linux内核包过滤技术的应用网关

    目录 基于linux内核包过滤技术的应用网关 硬件形态 基本原理 应用场景 主要功能 其他功能 客户定制 基于linux内核包过滤技术的应用网关 硬件形态 基本原理 应用场景 媒体内容过滤和深度识别 ...

  8. Java 简单的RPC 实现

    借用了网上某大神的例子.... 目录结构是这样的... RpcFramework 主要是两个方法.一个是暴露服务,一个为引用服务.暴露服务的主要作用是声明一个接口的实现类.可以通过socket 远程调 ...

  9. HDU - 1285-确定比赛名次(拓扑排序+优先队列)

    有N个比赛队(1<=N<=500),编号依次为1,2,3,....,N进行比赛,比赛结束后,裁判委员会要将所有参赛队伍从前往后依次排名,但现在裁判委员会不能直接获得每个队的比赛成绩,只知道 ...

  10. 一些英文表达-youtube

    culinary tradition 烹饪传统 crunchy 松脆的 boutique  精品店 migraine  偏头痛 colon 冒号 towel 毛巾 ecstatic  狂喜的 bok ...